Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 04/07/2023 11:44 AM INPUT INSTRUCTIONS TITLE: CFA DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/WJPVWave1.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27; AUXILIARY= ID2; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ANALYSIS: ESTIMATOR=WLSMV; MODEL: ETA BY WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27; INPUT READING TERMINATED NORMALLY CFA SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3092 Number of dependent variables 17 Number of independent variables 0 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed auxiliary variables ID2 Continuous latent variables ETA Estimator WLSMV Maximum number of iterations 1000 Convergence criterion 0.500D-04 Maximum number of steepest descent iterations 20 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Parameterization DELTA Link PROBIT Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/WJPVWave1.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 PROPORTION OF DATA PRESENT Covariance Coverage WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 1.000 1.000 WJPV13 1.000 1.000 1.000 WJPV14 1.000 1.000 1.000 1.000 WJPV15 1.000 1.000 1.000 1.000 1.000 WJPV16 1.000 1.000 1.000 1.000 1.000 WJPV17 1.000 1.000 1.000 1.000 1.000 WJPV18 1.000 1.000 1.000 1.000 1.000 WJPV19 1.000 1.000 1.000 1.000 1.000 WJPV20 1.000 1.000 1.000 1.000 1.000 WJPV21 1.000 1.000 1.000 1.000 1.000 WJPV22 1.000 1.000 1.000 1.000 1.000 WJPV23 1.000 1.000 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 1.000 1.000 WJPV18 1.000 1.000 1.000 WJPV19 1.000 1.000 1.000 1.000 WJPV20 1.000 1.000 1.000 1.000 1.000 WJPV21 1.000 1.000 1.000 1.000 1.000 WJPV22 1.000 1.000 1.000 1.000 1.000 WJPV23 1.000 1.000 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 1.000 1.000 WJPV23 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV26 WJPV27 ________ ________ WJPV26 1.000 WJPV27 1.000 1.000 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.079 245.000 Category 2 0.921 2847.000 WJPV12 Category 1 0.150 465.000 Category 2 0.850 2627.000 WJPV13 Category 1 0.318 984.000 Category 2 0.682 2108.000 WJPV14 Category 1 0.113 349.000 Category 2 0.887 2743.000 WJPV15 Category 1 0.099 307.000 Category 2 0.901 2785.000 WJPV16 Category 1 0.455 1407.000 Category 2 0.545 1685.000 WJPV17 Category 1 0.367 1134.000 Category 2 0.633 1958.000 WJPV18 Category 1 0.362 1119.000 Category 2 0.638 1973.000 WJPV19 Category 1 0.570 1763.000 Category 2 0.430 1329.000 WJPV20 Category 1 0.664 2052.000 Category 2 0.336 1040.000 WJPV21 Category 1 0.703 2173.000 Category 2 0.297 919.000 WJPV22 Category 1 0.722 2233.000 Category 2 0.278 859.000 WJPV23 Category 1 0.847 2618.000 Category 2 0.153 474.000 WJPV24 Category 1 0.788 2437.000 Category 2 0.212 655.000 WJPV25 Category 1 0.873 2698.000 Category 2 0.127 394.000 WJPV26 Category 1 0.966 2988.000 Category 2 0.034 104.000 WJPV27 Category 1 0.983 3039.000 Category 2 0.017 53.000 WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV10 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV12 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV14 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV15 HAS AN EMPTY CELL. THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 34 Chi-Square Test of Model Fit Value 485.799* Degrees of Freedom 119 P-Value 0.0000 * The chi-square value for MLM, MLMV, MLR, ULSMV, WLSM and WLSMV cannot be used for chi-square difference testing in the regular way. MLM, MLR and WLSM chi-square difference testing is described on the Mplus website. MLMV, WLSMV, and ULSMV difference testing is done using the DIFFTEST option. RMSEA (Root Mean Square Error Of Approximation) Estimate 0.032 90 Percent C.I. 0.029 0.035 Probability RMSEA <= .05 1.000 CFI/TLI CFI 0.958 TLI 0.952 Chi-Square Test of Model Fit for the Baseline Model Value 8944.558 Degrees of Freedom 136 P-Value 0.0000 SRMR (Standardized Root Mean Square Residual) Value 0.064 Optimum Function Value for Weighted Least-Squares Estimator Value 0.69116381D-01 MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.000 0.000 999.000 999.000 WJPV12 1.028 0.068 15.179 0.000 WJPV13 0.857 0.059 14.627 0.000 WJPV14 0.829 0.065 12.845 0.000 WJPV15 0.858 0.071 12.114 0.000 WJPV16 1.035 0.063 16.397 0.000 WJPV17 0.751 0.053 14.118 0.000 WJPV18 0.910 0.060 15.246 0.000 WJPV19 0.965 0.062 15.674 0.000 WJPV20 1.005 0.065 15.493 0.000 WJPV21 0.961 0.063 15.231 0.000 WJPV22 0.739 0.055 13.313 0.000 WJPV23 1.103 0.072 15.407 0.000 WJPV24 0.969 0.065 14.844 0.000 WJPV25 1.109 0.073 15.185 0.000 WJPV26 0.937 0.079 11.843 0.000 WJPV27 0.977 0.093 10.513 0.000 Thresholds WJPV10$1 -1.410 0.033 -42.848 0.000 WJPV12$1 -1.035 0.028 -37.596 0.000 WJPV13$1 -0.473 0.023 -20.130 0.000 WJPV14$1 -1.211 0.030 -40.773 0.000 WJPV15$1 -1.286 0.031 -41.735 0.000 WJPV16$1 -0.113 0.023 -4.999 0.000 WJPV17$1 -0.340 0.023 -14.790 0.000 WJPV18$1 -0.353 0.023 -15.326 0.000 WJPV19$1 0.177 0.023 7.801 0.000 WJPV20$1 0.422 0.023 18.142 0.000 WJPV21$1 0.532 0.024 22.427 0.000 WJPV22$1 0.589 0.024 24.535 0.000 WJPV23$1 1.022 0.027 37.328 0.000 WJPV24$1 0.800 0.025 31.539 0.000 WJPV25$1 1.139 0.029 39.615 0.000 WJPV26$1 1.830 0.043 42.207 0.000 WJPV27$1 2.117 0.055 38.502 0.000 Variances ETA 0.374 0.042 9.004 0.000 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.677E-03 (ratio of smallest to largest eigenvalue) IRT PARAMETERIZATION Two-Tailed Estimate S.E. Est./S.E. P-Value Item Discriminations ETA BY WJPV10 0.773 0.069 11.275 0.000 WJPV12 0.809 0.056 14.400 0.000 WJPV13 0.615 0.037 16.555 0.000 WJPV14 0.588 0.047 12.550 0.000 WJPV15 0.616 0.056 10.911 0.000 WJPV16 0.818 0.041 19.830 0.000 WJPV17 0.517 0.032 15.969 0.000 WJPV18 0.670 0.037 18.285 0.000 WJPV19 0.730 0.037 19.749 0.000 WJPV20 0.779 0.040 19.574 0.000 WJPV21 0.726 0.039 18.775 0.000 WJPV22 0.506 0.033 15.219 0.000 WJPV23 0.913 0.053 17.304 0.000 WJPV24 0.736 0.042 17.551 0.000 WJPV25 0.922 0.057 16.230 0.000 WJPV26 0.699 0.066 10.545 0.000 WJPV27 0.745 0.089 8.409 0.000 Item Difficulties WJPV10$1 -2.306 0.144 -15.977 0.000 WJPV12$1 -1.646 0.085 -19.375 0.000 WJPV13$1 -0.902 0.061 -14.899 0.000 WJPV14$1 -2.391 0.159 -15.079 0.000 WJPV15$1 -2.450 0.177 -13.822 0.000 WJPV16$1 -0.178 0.036 -4.946 0.000 WJPV17$1 -0.742 0.063 -11.814 0.000 WJPV18$1 -0.635 0.048 -13.120 0.000 WJPV19$1 0.300 0.040 7.482 0.000 WJPV20$1 0.687 0.045 15.272 0.000 WJPV21$1 0.906 0.053 17.065 0.000 WJPV22$1 1.305 0.089 14.683 0.000 WJPV23$1 1.516 0.067 22.640 0.000 WJPV24$1 1.350 0.069 19.528 0.000 WJPV25$1 1.679 0.075 22.353 0.000 WJPV26$1 3.193 0.230 13.903 0.000 WJPV27$1 3.543 0.303 11.691 0.000 Variances ETA 1.000 0.000 0.000 1.000 R-SQUARE Observed Residual Variable Estimate Variance WJPV10 0.374 0.626 WJPV12 0.395 0.605 WJPV13 0.275 0.725 WJPV14 0.257 0.743 WJPV15 0.275 0.725 WJPV16 0.401 0.599 WJPV17 0.211 0.789 WJPV18 0.310 0.690 WJPV19 0.348 0.652 WJPV20 0.378 0.622 WJPV21 0.345 0.655 WJPV22 0.204 0.796 WJPV23 0.455 0.545 WJPV24 0.351 0.649 WJPV25 0.460 0.540 WJPV26 0.328 0.672 WJPV27 0.357 0.643 Beginning Time: 11:44:11 Ending Time: 11:44:12 Elapsed Time: 00:00:01 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 04/07/2023 11:45 AM INPUT INSTRUCTIONS TITLE: CFA wave 3 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/WJPVWave1.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27; AUXILIARY= ID2; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ANALYSIS: ESTIMATOR=WLSMV; MODEL: ETA BY WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27; INPUT READING TERMINATED NORMALLY CFA wave 3 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3092 Number of dependent variables 17 Number of independent variables 0 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed auxiliary variables ID2 Continuous latent variables ETA Estimator WLSMV Maximum number of iterations 1000 Convergence criterion 0.500D-04 Maximum number of steepest descent iterations 20 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Parameterization DELTA Link PROBIT Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/WJPVWave1.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 PROPORTION OF DATA PRESENT Covariance Coverage WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 1.000 1.000 WJPV13 1.000 1.000 1.000 WJPV14 1.000 1.000 1.000 1.000 WJPV15 1.000 1.000 1.000 1.000 1.000 WJPV16 1.000 1.000 1.000 1.000 1.000 WJPV17 1.000 1.000 1.000 1.000 1.000 WJPV18 1.000 1.000 1.000 1.000 1.000 WJPV19 1.000 1.000 1.000 1.000 1.000 WJPV20 1.000 1.000 1.000 1.000 1.000 WJPV21 1.000 1.000 1.000 1.000 1.000 WJPV22 1.000 1.000 1.000 1.000 1.000 WJPV23 1.000 1.000 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 1.000 1.000 WJPV18 1.000 1.000 1.000 WJPV19 1.000 1.000 1.000 1.000 WJPV20 1.000 1.000 1.000 1.000 1.000 WJPV21 1.000 1.000 1.000 1.000 1.000 WJPV22 1.000 1.000 1.000 1.000 1.000 WJPV23 1.000 1.000 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 1.000 1.000 WJPV23 1.000 1.000 1.000 WJPV24 1.000 1.000 1.000 1.000 WJPV25 1.000 1.000 1.000 1.000 1.000 WJPV26 1.000 1.000 1.000 1.000 1.000 WJPV27 1.000 1.000 1.000 1.000 1.000 Covariance Coverage WJPV26 WJPV27 ________ ________ WJPV26 1.000 WJPV27 1.000 1.000 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.079 245.000 Category 2 0.921 2847.000 WJPV12 Category 1 0.150 465.000 Category 2 0.850 2627.000 WJPV13 Category 1 0.318 984.000 Category 2 0.682 2108.000 WJPV14 Category 1 0.113 349.000 Category 2 0.887 2743.000 WJPV15 Category 1 0.099 307.000 Category 2 0.901 2785.000 WJPV16 Category 1 0.455 1407.000 Category 2 0.545 1685.000 WJPV17 Category 1 0.367 1134.000 Category 2 0.633 1958.000 WJPV18 Category 1 0.362 1119.000 Category 2 0.638 1973.000 WJPV19 Category 1 0.570 1763.000 Category 2 0.430 1329.000 WJPV20 Category 1 0.664 2052.000 Category 2 0.336 1040.000 WJPV21 Category 1 0.703 2173.000 Category 2 0.297 919.000 WJPV22 Category 1 0.722 2233.000 Category 2 0.278 859.000 WJPV23 Category 1 0.847 2618.000 Category 2 0.153 474.000 WJPV24 Category 1 0.788 2437.000 Category 2 0.212 655.000 WJPV25 Category 1 0.873 2698.000 Category 2 0.127 394.000 WJPV26 Category 1 0.966 2988.000 Category 2 0.034 104.000 WJPV27 Category 1 0.983 3039.000 Category 2 0.017 53.000 WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV10 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV12 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV14 HAS AN EMPTY CELL. WARNING: THE BIVARIATE TABLE OF WJPV27 AND WJPV15 HAS AN EMPTY CELL. THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 34 Chi-Square Test of Model Fit Value 485.799* Degrees of Freedom 119 P-Value 0.0000 * The chi-square value for MLM, MLMV, MLR, ULSMV, WLSM and WLSMV cannot be used for chi-square difference testing in the regular way. MLM, MLR and WLSM chi-square difference testing is described on the Mplus website. MLMV, WLSMV, and ULSMV difference testing is done using the DIFFTEST option. RMSEA (Root Mean Square Error Of Approximation) Estimate 0.032 90 Percent C.I. 0.029 0.035 Probability RMSEA <= .05 1.000 CFI/TLI CFI 0.958 TLI 0.952 Chi-Square Test of Model Fit for the Baseline Model Value 8944.558 Degrees of Freedom 136 P-Value 0.0000 SRMR (Standardized Root Mean Square Residual) Value 0.064 Optimum Function Value for Weighted Least-Squares Estimator Value 0.69116381D-01 MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.000 0.000 999.000 999.000 WJPV12 1.028 0.068 15.179 0.000 WJPV13 0.857 0.059 14.627 0.000 WJPV14 0.829 0.065 12.845 0.000 WJPV15 0.858 0.071 12.114 0.000 WJPV16 1.035 0.063 16.397 0.000 WJPV17 0.751 0.053 14.118 0.000 WJPV18 0.910 0.060 15.246 0.000 WJPV19 0.965 0.062 15.674 0.000 WJPV20 1.005 0.065 15.493 0.000 WJPV21 0.961 0.063 15.231 0.000 WJPV22 0.739 0.055 13.313 0.000 WJPV23 1.103 0.072 15.407 0.000 WJPV24 0.969 0.065 14.844 0.000 WJPV25 1.109 0.073 15.185 0.000 WJPV26 0.937 0.079 11.843 0.000 WJPV27 0.977 0.093 10.513 0.000 Thresholds WJPV10$1 -1.410 0.033 -42.848 0.000 WJPV12$1 -1.035 0.028 -37.596 0.000 WJPV13$1 -0.473 0.023 -20.130 0.000 WJPV14$1 -1.211 0.030 -40.773 0.000 WJPV15$1 -1.286 0.031 -41.735 0.000 WJPV16$1 -0.113 0.023 -4.999 0.000 WJPV17$1 -0.340 0.023 -14.790 0.000 WJPV18$1 -0.353 0.023 -15.326 0.000 WJPV19$1 0.177 0.023 7.801 0.000 WJPV20$1 0.422 0.023 18.142 0.000 WJPV21$1 0.532 0.024 22.427 0.000 WJPV22$1 0.589 0.024 24.535 0.000 WJPV23$1 1.022 0.027 37.328 0.000 WJPV24$1 0.800 0.025 31.539 0.000 WJPV25$1 1.139 0.029 39.615 0.000 WJPV26$1 1.830 0.043 42.207 0.000 WJPV27$1 2.117 0.055 38.502 0.000 Variances ETA 0.374 0.042 9.004 0.000 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.677E-03 (ratio of smallest to largest eigenvalue) IRT PARAMETERIZATION Two-Tailed Estimate S.E. Est./S.E. P-Value Item Discriminations ETA BY WJPV10 0.773 0.069 11.275 0.000 WJPV12 0.809 0.056 14.400 0.000 WJPV13 0.615 0.037 16.555 0.000 WJPV14 0.588 0.047 12.550 0.000 WJPV15 0.616 0.056 10.911 0.000 WJPV16 0.818 0.041 19.830 0.000 WJPV17 0.517 0.032 15.969 0.000 WJPV18 0.670 0.037 18.285 0.000 WJPV19 0.730 0.037 19.749 0.000 WJPV20 0.779 0.040 19.574 0.000 WJPV21 0.726 0.039 18.775 0.000 WJPV22 0.506 0.033 15.219 0.000 WJPV23 0.913 0.053 17.304 0.000 WJPV24 0.736 0.042 17.551 0.000 WJPV25 0.922 0.057 16.230 0.000 WJPV26 0.699 0.066 10.545 0.000 WJPV27 0.745 0.089 8.409 0.000 Item Difficulties WJPV10$1 -2.306 0.144 -15.977 0.000 WJPV12$1 -1.646 0.085 -19.375 0.000 WJPV13$1 -0.902 0.061 -14.899 0.000 WJPV14$1 -2.391 0.159 -15.079 0.000 WJPV15$1 -2.450 0.177 -13.822 0.000 WJPV16$1 -0.178 0.036 -4.946 0.000 WJPV17$1 -0.742 0.063 -11.814 0.000 WJPV18$1 -0.635 0.048 -13.120 0.000 WJPV19$1 0.300 0.040 7.482 0.000 WJPV20$1 0.687 0.045 15.272 0.000 WJPV21$1 0.906 0.053 17.065 0.000 WJPV22$1 1.305 0.089 14.683 0.000 WJPV23$1 1.516 0.067 22.640 0.000 WJPV24$1 1.350 0.069 19.528 0.000 WJPV25$1 1.679 0.075 22.353 0.000 WJPV26$1 3.193 0.230 13.903 0.000 WJPV27$1 3.543 0.303 11.691 0.000 Variances ETA 1.000 0.000 0.000 1.000 R-SQUARE Observed Residual Variable Estimate Variance WJPV10 0.374 0.626 WJPV12 0.395 0.605 WJPV13 0.275 0.725 WJPV14 0.257 0.743 WJPV15 0.275 0.725 WJPV16 0.401 0.599 WJPV17 0.211 0.789 WJPV18 0.310 0.690 WJPV19 0.348 0.652 WJPV20 0.378 0.622 WJPV21 0.345 0.655 WJPV22 0.204 0.796 WJPV23 0.455 0.545 WJPV24 0.351 0.649 WJPV25 0.460 0.540 WJPV26 0.328 0.672 WJPV27 0.357 0.643 Beginning Time: 11:45:54 Ending Time: 11:45:55 Elapsed Time: 00:00:01 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:29 PM INPUT INSTRUCTIONS TITLE: Mean Impact Model DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); ETA ON GEND P201 P301 P501 P601 P901 AGE AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Mean Impact Model SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 42 Loglikelihood H0 Value -22720.506 Information Criteria Akaike (AIC) 45525.011 Bayesian (BIC) 45778.206 Sample-Size Adjusted BIC 45644.755 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.078 0.091 11.857 0.000 WJPV12 1.306 0.085 15.342 0.000 WJPV13 0.771 0.051 15.172 0.000 WJPV14 0.980 0.070 13.930 0.000 WJPV15 1.157 0.081 14.238 0.000 WJPV16 1.235 0.065 18.906 0.000 WJPV17 0.707 0.048 14.807 0.000 WJPV18 0.993 0.057 17.484 0.000 WJPV19 1.009 0.056 17.956 0.000 WJPV20 1.242 0.067 18.542 0.000 WJPV21 1.245 0.068 18.231 0.000 WJPV22 0.831 0.053 15.783 0.000 WJPV23 1.735 0.101 17.135 0.000 WJPV24 1.091 0.065 16.862 0.000 WJPV25 1.493 0.093 15.994 0.000 WJPV26 1.197 0.117 10.242 0.000 WJPV27 1.590 0.139 11.402 0.000 ETA ON GEND -0.077 0.021 -3.604 0.000 P201 -0.278 0.061 -4.530 0.000 P301 0.116 0.060 1.948 0.051 P501 -0.077 0.046 -1.661 0.097 P601 0.192 0.055 3.471 0.001 P901 0.323 0.051 6.373 0.000 AGE 0.472 0.045 10.366 0.000 AGE_2 -0.265 0.033 -8.045 0.000 Intercepts ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.663 0.145 -25.288 0.000 WJPV12$1 -3.003 0.118 -25.444 0.000 WJPV13$1 -1.343 0.056 -24.165 0.000 WJPV14$1 -2.607 0.093 -28.076 0.000 WJPV15$1 -3.031 0.114 -26.509 0.000 WJPV16$1 -0.909 0.060 -15.274 0.000 WJPV17$1 -1.123 0.051 -21.950 0.000 WJPV18$1 -0.974 0.055 -17.747 0.000 WJPV19$1 -0.055 0.048 -1.126 0.260 WJPV20$1 0.505 0.054 9.332 0.000 WJPV21$1 0.712 0.056 12.780 0.000 WJPV22$1 0.691 0.047 14.711 0.000 WJPV23$1 1.684 0.085 19.884 0.000 WJPV24$1 1.163 0.057 20.327 0.000 WJPV25$1 2.097 0.089 23.606 0.000 WJPV26$1 3.575 0.144 24.746 0.000 WJPV27$1 3.816 0.179 21.375 0.000 Residual Variances ETA 1.000 0.000 999.000 999.000 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.825E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 14 0 0 0 0 WJPV25 15 0 0 0 0 WJPV26 16 0 0 0 0 WJPV27 17 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P601 P901 AGE AGE_2 ________ ________ ________ ________ WJPV10 0 0 0 0 WJPV12 0 0 0 0 WJPV13 0 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 WJPV16 0 0 0 0 WJPV17 0 0 0 0 WJPV18 0 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 WJPV21 0 0 0 0 WJPV22 0 0 0 0 WJPV23 0 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 WJPV26 0 0 0 0 WJPV27 0 0 0 0 GEND 0 0 0 0 P201 0 0 0 0 P301 0 0 0 0 P501 0 0 0 0 P601 0 0 0 0 P901 0 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P601 P901 AGE AGE_2 ________ ________ ________ ________ 0 0 0 0 BETA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0 18 19 20 21 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P601 P901 AGE AGE_2 ________ ________ ________ ________ ETA 22 23 24 25 GEND 0 0 0 0 P201 0 0 0 0 P301 0 0 0 0 P501 0 0 0 0 P601 0 0 0 0 P901 0 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 PSI ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0 GEND 0 0 P201 0 0 0 P301 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P601 P901 AGE AGE_2 ________ ________ ________ ________ P601 0 P901 0 0 AGE 0 0 0 AGE_2 0 0 0 0 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 1.000 0.000 0.000 0.000 P201 0.000 0.000 1.000 0.000 0.000 P301 0.000 0.000 0.000 1.000 0.000 P501 0.000 0.000 0.000 0.000 1.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P601 P901 AGE AGE_2 ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 P601 1.000 0.000 0.000 0.000 P901 0.000 1.000 0.000 0.000 AGE 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P601 P901 AGE AGE_2 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 BETA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P601 P901 AGE AGE_2 ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 PSI ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 1.000 GEND 0.000 0.499 P201 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.216 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P601 P901 AGE AGE_2 ________ ________ ________ ________ P601 0.163 P901 0.000 0.185 AGE 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.244 Beginning Time: 13:29:26 Ending Time: 13:30:32 Elapsed Time: 00:01:06 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 12:58 PM INPUT INSTRUCTIONS TITLE: Variance Impact Model DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: ETA ON GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ETA*(veta); ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); MODEL CONSTRAINT: new( v1*0 v2*0 v3*0 v4*0 v5*0 v6*0 v7*0 v8*0 ); veta=1*exp( v1*GEND+ v2*P201+ v3*P301+ v4*P501+ v5*P601+ v6*P901+ v7*AGE+ v8*AGE_2); OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Variance Impact Model SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -22692.225 Information Criteria Akaike (AIC) 45484.451 Bayesian (BIC) 45785.874 Sample-Size Adjusted BIC 45627.003 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 0.975 0.085 11.422 0.000 WJPV12 1.215 0.082 14.758 0.000 WJPV13 0.733 0.050 14.629 0.000 WJPV14 0.892 0.068 13.164 0.000 WJPV15 1.062 0.078 13.601 0.000 WJPV16 1.198 0.066 18.034 0.000 WJPV17 0.672 0.047 14.289 0.000 WJPV18 0.946 0.057 16.632 0.000 WJPV19 0.990 0.057 17.243 0.000 WJPV20 1.238 0.070 17.785 0.000 WJPV21 1.221 0.070 17.324 0.000 WJPV22 0.810 0.054 15.054 0.000 WJPV23 1.764 0.109 16.215 0.000 WJPV24 1.087 0.067 16.154 0.000 WJPV25 1.531 0.100 15.240 0.000 WJPV26 1.219 0.122 10.004 0.000 WJPV27 1.629 0.148 11.000 0.000 ETA ON GEND -0.082 0.022 -3.826 0.000 P201 -0.283 0.067 -4.235 0.000 P301 0.118 0.061 1.938 0.053 P501 -0.088 0.049 -1.806 0.071 P601 0.199 0.053 3.777 0.000 P901 0.341 0.046 7.412 0.000 AGE 0.508 0.049 10.440 0.000 AGE_2 -0.266 0.035 -7.575 0.000 Thresholds WJPV10$1 -3.595 0.137 -26.176 0.000 WJPV12$1 -2.954 0.113 -26.127 0.000 WJPV13$1 -1.331 0.055 -24.362 0.000 WJPV14$1 -2.555 0.089 -28.781 0.000 WJPV15$1 -2.975 0.109 -27.276 0.000 WJPV16$1 -0.888 0.059 -15.126 0.000 WJPV17$1 -1.111 0.050 -22.052 0.000 WJPV18$1 -0.954 0.054 -17.702 0.000 WJPV19$1 -0.040 0.048 -0.833 0.405 WJPV20$1 0.528 0.055 9.598 0.000 WJPV21$1 0.731 0.056 13.004 0.000 WJPV22$1 0.699 0.047 14.858 0.000 WJPV23$1 1.739 0.089 19.444 0.000 WJPV24$1 1.181 0.058 20.261 0.000 WJPV25$1 2.150 0.094 22.855 0.000 WJPV26$1 3.611 0.149 24.197 0.000 WJPV27$1 3.876 0.187 20.739 0.000 Residual Variances ETA 999.000 0.000 999.000 999.000 New/Additional Parameters V1 -0.036 0.038 -0.967 0.333 V2 0.241 0.103 2.339 0.019 V3 0.036 0.105 0.347 0.729 V4 0.185 0.079 2.327 0.020 V5 -0.227 0.101 -2.239 0.025 V6 -0.518 0.099 -5.214 0.000 V7 -0.036 0.078 -0.458 0.647 V8 -0.010 0.061 -0.167 0.867 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.379E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.048 Category 2 0.952 WJPV12 Category 1 0.100 Category 2 0.900 WJPV13 Category 1 0.254 Category 2 0.746 WJPV14 Category 1 0.109 Category 2 0.891 WJPV15 Category 1 0.087 Category 2 0.913 WJPV16 Category 1 0.371 Category 2 0.629 WJPV17 Category 1 0.289 Category 2 0.711 WJPV18 Category 1 0.341 Category 2 0.659 WJPV19 Category 1 0.529 Category 2 0.471 WJPV20 Category 1 0.641 Category 2 0.359 WJPV21 Category 1 0.678 Category 2 0.322 WJPV22 Category 1 0.678 Category 2 0.322 WJPV23 Category 1 0.801 Category 2 0.199 WJPV24 Category 1 0.756 Category 2 0.244 WJPV25 Category 1 0.857 Category 2 0.143 WJPV26 Category 1 0.962 Category 2 0.038 WJPV27 Category 1 0.960 Category 2 0.040 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 27 28 29 30 31 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 32 33 34 35 36 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 37 38 39 40 41 TAU WJPV26$1 WJPV27$1 ________ ________ 42 43 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 14 0 0 0 0 WJPV25 15 0 0 0 0 WJPV26 16 0 0 0 0 WJPV27 17 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P601 P901 AGE AGE_2 ________ ________ ________ ________ WJPV10 0 0 0 0 WJPV12 0 0 0 0 WJPV13 0 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 WJPV16 0 0 0 0 WJPV17 0 0 0 0 WJPV18 0 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 WJPV21 0 0 0 0 WJPV22 0 0 0 0 WJPV23 0 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 WJPV26 0 0 0 0 WJPV27 0 0 0 0 GEND 0 0 0 0 P201 0 0 0 0 P301 0 0 0 0 P501 0 0 0 0 P601 0 0 0 0 P901 0 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P601 P901 AGE AGE_2 ________ ________ ________ ________ 0 0 0 0 BETA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0 18 19 20 21 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P601 P901 AGE AGE_2 ________ ________ ________ ________ ETA 22 23 24 25 GEND 0 0 0 0 P201 0 0 0 0 P301 0 0 0 0 P501 0 0 0 0 P601 0 0 0 0 P901 0 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 PSI ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 26 GEND 0 0 P201 0 0 0 P301 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P601 P901 AGE AGE_2 ________ ________ ________ ________ P601 0 P901 0 0 AGE 0 0 0 AGE_2 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS V1 V2 V3 V4 V5 ________ ________ ________ ________ ________ 44 45 46 47 48 NEW/ADDITIONAL PARAMETERS V6 V7 V8 ________ ________ ________ 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 1.000 0.000 0.000 0.000 P201 0.000 0.000 1.000 0.000 0.000 P301 0.000 0.000 0.000 1.000 0.000 P501 0.000 0.000 0.000 0.000 1.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P601 P901 AGE AGE_2 ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 P601 1.000 0.000 0.000 0.000 P901 0.000 1.000 0.000 0.000 AGE 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P601 P901 AGE AGE_2 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 BETA ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P601 P901 AGE AGE_2 ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 PSI ETA GEND P201 P301 P501 ________ ________ ________ ________ ________ ETA 0.050 GEND 0.000 0.499 P201 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.216 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P601 P901 AGE AGE_2 ________ ________ ________ ________ P601 0.163 P901 0.000 0.185 AGE 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS V1 V2 V3 V4 V5 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS V6 V7 V8 ________ ________ ________ 0.000 0.000 0.000 Beginning Time: 12:58:37 Ending Time: 13:27:40 Elapsed Time: 00:29:03 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:31 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV10 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV10 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l1_00*1 l1_1*0 l1_2*0 l1_3*0 l1_4*0 l1_5*0 l1_6*0 l1_7*0 l1_8*0 ); l1=l1_00 +l1_1*GEND +l1_2*P201 +l1_3*P301 +l1_4*P501 +l1_5*P601 +l1_6*P901 +l1_7*AGE +l1_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV10 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23023.196 Information Criteria Akaike (AIC) 46146.392 Bayesian (BIC) 46447.814 Sample-Size Adjusted BIC 46288.944 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 999.000 0.000 999.000 999.000 WJPV12 1.494 0.101 14.816 0.000 WJPV13 0.858 0.059 14.500 0.000 WJPV14 1.219 0.087 14.061 0.000 WJPV15 1.435 0.101 14.190 0.000 WJPV16 1.358 0.074 18.294 0.000 WJPV17 0.787 0.055 14.196 0.000 WJPV18 1.193 0.068 17.548 0.000 WJPV19 1.200 0.066 18.094 0.000 WJPV20 1.437 0.078 18.472 0.000 WJPV21 1.443 0.079 18.206 0.000 WJPV22 0.989 0.061 16.104 0.000 WJPV23 1.889 0.110 17.115 0.000 WJPV24 1.211 0.073 16.636 0.000 WJPV25 1.685 0.105 16.016 0.000 WJPV26 1.331 0.129 10.314 0.000 WJPV27 1.725 0.151 11.459 0.000 WJPV10 ON GEND 0.439 0.149 2.954 0.003 P201 -0.340 0.349 -0.975 0.329 P301 -0.233 0.382 -0.610 0.542 P501 0.398 0.341 1.168 0.243 P601 -0.196 0.304 -0.646 0.518 P901 0.350 0.455 0.768 0.442 AGE 0.243 0.269 0.905 0.366 AGE_2 -0.242 0.178 -1.356 0.175 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.743 0.195 -19.182 0.000 WJPV12$1 -2.744 0.106 -25.962 0.000 WJPV13$1 -1.192 0.050 -23.797 0.000 WJPV14$1 -2.484 0.089 -28.068 0.000 WJPV15$1 -2.893 0.110 -26.260 0.000 WJPV16$1 -0.675 0.052 -13.027 0.000 WJPV17$1 -0.986 0.046 -21.214 0.000 WJPV18$1 -0.806 0.051 -15.949 0.000 WJPV19$1 0.129 0.047 2.762 0.006 WJPV20$1 0.729 0.054 13.484 0.000 WJPV21$1 0.938 0.057 16.535 0.000 WJPV22$1 0.850 0.048 17.693 0.000 WJPV23$1 1.936 0.089 21.792 0.000 WJPV24$1 1.343 0.059 22.836 0.000 WJPV25$1 2.352 0.097 24.275 0.000 WJPV26$1 3.769 0.157 24.067 0.000 WJPV27$1 4.021 0.189 21.297 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L1_00 1.294 0.191 6.769 0.000 L1_1 0.162 0.118 1.378 0.168 L1_2 -0.261 0.307 -0.852 0.394 L1_3 0.271 0.402 0.675 0.500 L1_4 -0.143 0.325 -0.439 0.661 L1_5 -0.723 0.366 -1.977 0.048 L1_6 0.934 0.521 1.791 0.073 L1_7 0.025 0.242 0.102 0.919 L1_8 0.005 0.156 0.032 0.975 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.936E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.097 Category 2 0.903 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.664 Category 2 0.336 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV10 ON GEND 1.551 0.231 1.159 2.076 P201 0.711 0.248 0.359 1.410 P301 0.792 0.303 0.374 1.676 P501 1.489 0.508 0.763 2.906 P601 0.822 0.250 0.453 1.491 P901 1.419 0.646 0.581 3.462 AGE 1.275 0.342 0.753 2.158 AGE_2 0.785 0.140 0.554 1.114 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 1 0 0 0 0 WJPV13 2 0 0 0 0 WJPV14 3 0 0 0 0 WJPV15 4 0 0 0 0 WJPV16 5 0 0 0 0 WJPV17 6 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV10 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L1_00 L1_1 L1_2 L1_3 L1_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L1_5 L1_6 L1_7 L1_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 0.000 1.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV10 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV10 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L1_00 L1_1 L1_2 L1_3 L1_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L1_5 L1_6 L1_7 L1_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 13:31:19 Ending Time: 13:34:23 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:35 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV12 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV12 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l2_00*1 l2_1*0 l2_2*0 l2_3*0 l2_4*0 l2_5*0 l2_6*0 l2_7*0 l2_8*0 ); l2=l2_00 +l2_1*GEND +l2_2*P201 +l2_3*P301 +l2_4*P501 +l2_5*P601 +l2_6*P901 +l2_7*AGE +l2_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV12 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23016.304 Information Criteria Akaike (AIC) 46132.607 Bayesian (BIC) 46434.030 Sample-Size Adjusted BIC 46275.160 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.256 0.109 11.472 0.000 WJPV12 999.000 0.000 999.000 999.000 WJPV13 0.849 0.059 14.376 0.000 WJPV14 1.232 0.088 14.064 0.000 WJPV15 1.457 0.103 14.176 0.000 WJPV16 1.335 0.073 18.180 0.000 WJPV17 0.790 0.056 14.202 0.000 WJPV18 1.192 0.068 17.483 0.000 WJPV19 1.194 0.066 18.055 0.000 WJPV20 1.439 0.078 18.451 0.000 WJPV21 1.448 0.080 18.209 0.000 WJPV22 0.991 0.061 16.125 0.000 WJPV23 1.880 0.110 17.102 0.000 WJPV24 1.213 0.073 16.636 0.000 WJPV25 1.681 0.105 16.007 0.000 WJPV26 1.336 0.129 10.331 0.000 WJPV27 1.726 0.151 11.454 0.000 WJPV12 ON GEND 0.047 0.098 0.485 0.628 P201 -0.558 0.282 -1.978 0.048 P301 0.144 0.281 0.513 0.608 P501 -0.410 0.192 -2.142 0.032 P601 0.644 0.327 1.970 0.049 P901 0.339 0.240 1.414 0.157 AGE -0.104 0.207 -0.500 0.617 AGE_2 -0.116 0.129 -0.899 0.368 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.463 0.134 -25.924 0.000 WJPV12$1 -2.941 0.132 -22.285 0.000 WJPV13$1 -1.189 0.050 -23.811 0.000 WJPV14$1 -2.494 0.089 -27.914 0.000 WJPV15$1 -2.912 0.112 -26.014 0.000 WJPV16$1 -0.672 0.051 -13.052 0.000 WJPV17$1 -0.987 0.047 -21.204 0.000 WJPV18$1 -0.806 0.051 -15.949 0.000 WJPV19$1 0.128 0.046 2.749 0.006 WJPV20$1 0.729 0.054 13.473 0.000 WJPV21$1 0.939 0.057 16.520 0.000 WJPV22$1 0.851 0.048 17.687 0.000 WJPV23$1 1.931 0.089 21.809 0.000 WJPV24$1 1.344 0.059 22.821 0.000 WJPV25$1 2.349 0.097 24.283 0.000 WJPV26$1 3.775 0.157 24.008 0.000 WJPV27$1 4.024 0.189 21.261 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L2_00 1.233 0.144 8.543 0.000 L2_1 0.172 0.099 1.747 0.081 L2_2 0.105 0.279 0.375 0.708 L2_3 -0.117 0.313 -0.374 0.709 L2_4 -0.190 0.213 -0.894 0.371 L2_5 0.154 0.355 0.435 0.664 L2_6 -0.386 0.300 -1.284 0.199 L2_7 -0.144 0.204 -0.706 0.480 L2_8 -0.017 0.128 -0.135 0.892 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.876E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.070 Category 2 0.930 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV12 ON GEND 1.049 0.103 0.865 1.271 P201 0.573 0.161 0.329 0.995 P301 1.155 0.324 0.666 2.002 P501 0.663 0.127 0.456 0.966 P601 1.904 0.623 1.003 3.615 P901 1.404 0.337 0.877 2.248 AGE 0.902 0.187 0.601 1.353 AGE_2 0.890 0.115 0.691 1.147 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 2 0 0 0 0 WJPV14 3 0 0 0 0 WJPV15 4 0 0 0 0 WJPV16 5 0 0 0 0 WJPV17 6 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV12 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV12 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV12 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L2_00 L2_1 L2_2 L2_3 L2_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L2_5 L2_6 L2_7 L2_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 0.000 1.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 0.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV12 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV12 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L2_00 L2_1 L2_2 L2_3 L2_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L2_5 L2_6 L2_7 L2_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 13:35:43 Ending Time: 13:38:49 Elapsed Time: 00:03:06 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:42 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV13 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV13 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l3_00*1 l3_1*0 l3_2*0 l3_3*0 l3_4*0 l3_5*0 l3_6*0 l3_7*0 l3_8*0 ); l3=l3_00 +l3_1*GEND +l3_2*P201 +l3_3*P301 +l3_4*P501 +l3_5*P601 +l3_6*P901 +l3_7*AGE +l3_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV13 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23008.037 Information Criteria Akaike (AIC) 46116.074 Bayesian (BIC) 46417.497 Sample-Size Adjusted BIC 46258.627 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.252 0.109 11.487 0.000 WJPV12 1.480 0.100 14.768 0.000 WJPV13 999.000 0.000 999.000 999.000 WJPV14 1.226 0.087 14.063 0.000 WJPV15 1.443 0.102 14.176 0.000 WJPV16 1.338 0.073 18.223 0.000 WJPV17 0.791 0.056 14.222 0.000 WJPV18 1.193 0.068 17.514 0.000 WJPV19 1.194 0.066 18.066 0.000 WJPV20 1.440 0.078 18.472 0.000 WJPV21 1.448 0.079 18.215 0.000 WJPV22 0.983 0.061 16.065 0.000 WJPV23 1.916 0.112 17.078 0.000 WJPV24 1.199 0.072 16.575 0.000 WJPV25 1.679 0.105 16.015 0.000 WJPV26 1.339 0.129 10.353 0.000 WJPV27 1.748 0.152 11.483 0.000 WJPV13 ON GEND -0.058 0.048 -1.218 0.223 P201 -0.138 0.146 -0.943 0.346 P301 -0.188 0.127 -1.478 0.140 P501 0.226 0.108 2.095 0.036 P601 0.116 0.132 0.880 0.379 P901 0.188 0.119 1.574 0.115 AGE 0.073 0.111 0.658 0.510 AGE_2 -0.063 0.078 -0.798 0.425 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.460 0.133 -25.991 0.000 WJPV12$1 -2.733 0.105 -26.047 0.000 WJPV13$1 -1.279 0.063 -20.157 0.000 WJPV14$1 -2.489 0.089 -27.998 0.000 WJPV15$1 -2.901 0.111 -26.158 0.000 WJPV16$1 -0.672 0.052 -13.049 0.000 WJPV17$1 -0.987 0.047 -21.205 0.000 WJPV18$1 -0.806 0.051 -15.952 0.000 WJPV19$1 0.128 0.046 2.750 0.006 WJPV20$1 0.729 0.054 13.474 0.000 WJPV21$1 0.939 0.057 16.523 0.000 WJPV22$1 0.849 0.048 17.696 0.000 WJPV23$1 1.952 0.090 21.650 0.000 WJPV24$1 1.338 0.058 22.871 0.000 WJPV25$1 2.348 0.097 24.306 0.000 WJPV26$1 3.778 0.157 23.997 0.000 WJPV27$1 4.049 0.192 21.103 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L3_00 0.708 0.082 8.645 0.000 L3_1 0.045 0.058 0.771 0.441 L3_2 -0.061 0.173 -0.352 0.725 L3_3 -0.288 0.156 -1.842 0.065 L3_4 -0.016 0.134 -0.119 0.905 L3_5 0.372 0.190 1.958 0.050 L3_6 -0.104 0.164 -0.632 0.528 L3_7 -0.292 0.128 -2.287 0.022 L3_8 0.002 0.089 0.028 0.978 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.752E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.232 Category 2 0.768 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV13 ON GEND 0.943 0.045 0.859 1.036 P201 0.871 0.127 0.654 1.160 P301 0.828 0.106 0.645 1.063 P501 1.253 0.135 1.015 1.548 P601 1.123 0.148 0.867 1.454 P901 1.207 0.144 0.955 1.525 AGE 1.076 0.119 0.866 1.336 AGE_2 0.939 0.074 0.806 1.095 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 3 0 0 0 0 WJPV15 4 0 0 0 0 WJPV16 5 0 0 0 0 WJPV17 6 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV13 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV13 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV13 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L3_00 L3_1 L3_2 L3_3 L3_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L3_5 L3_6 L3_7 L3_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 0.000 1.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV13 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV13 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L3_00 L3_1 L3_2 L3_3 L3_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L3_5 L3_6 L3_7 L3_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 13:42:38 Ending Time: 13:45:46 Elapsed Time: 00:03:08 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:50 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV14 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV14 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l4_00*1 l4_1*0 l4_2*0 l4_3*0 l4_4*0 l4_5*0 l4_6*0 l4_7*0 l4_8*0 ); l4=l4_00 +l4_1*GEND +l4_2*P201 +l4_3*P301 +l4_4*P501 +l4_5*P601 +l4_6*P901 +l4_7*AGE +l4_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV14 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23025.975 Information Criteria Akaike (AIC) 46151.951 Bayesian (BIC) 46453.374 Sample-Size Adjusted BIC 46294.504 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.251 0.108 11.572 0.000 WJPV12 1.495 0.100 14.880 0.000 WJPV13 0.864 0.059 14.588 0.000 WJPV14 999.000 0.000 999.000 999.000 WJPV15 1.429 0.101 14.219 0.000 WJPV16 1.360 0.074 18.324 0.000 WJPV17 0.791 0.055 14.269 0.000 WJPV18 1.187 0.068 17.542 0.000 WJPV19 1.201 0.066 18.113 0.000 WJPV20 1.437 0.078 18.485 0.000 WJPV21 1.443 0.079 18.216 0.000 WJPV22 0.987 0.061 16.090 0.000 WJPV23 1.888 0.110 17.130 0.000 WJPV24 1.217 0.073 16.658 0.000 WJPV25 1.689 0.105 16.016 0.000 WJPV26 1.337 0.129 10.327 0.000 WJPV27 1.727 0.151 11.462 0.000 WJPV14 ON GEND 0.371 0.098 3.802 0.000 P201 -0.523 0.238 -2.201 0.028 P301 0.056 0.265 0.212 0.832 P501 0.058 0.184 0.314 0.753 P601 0.087 0.216 0.404 0.686 P901 0.226 0.238 0.950 0.342 AGE -0.166 0.188 -0.883 0.377 AGE_2 -0.022 0.128 -0.169 0.865 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.461 0.133 -26.077 0.000 WJPV12$1 -2.745 0.106 -26.015 0.000 WJPV13$1 -1.193 0.050 -23.791 0.000 WJPV14$1 -2.588 0.123 -21.019 0.000 WJPV15$1 -2.889 0.110 -26.345 0.000 WJPV16$1 -0.675 0.052 -13.020 0.000 WJPV17$1 -0.987 0.047 -21.210 0.000 WJPV18$1 -0.804 0.050 -15.954 0.000 WJPV19$1 0.129 0.047 2.771 0.006 WJPV20$1 0.729 0.054 13.491 0.000 WJPV21$1 0.938 0.057 16.540 0.000 WJPV22$1 0.850 0.048 17.698 0.000 WJPV23$1 1.935 0.089 21.809 0.000 WJPV24$1 1.345 0.059 22.820 0.000 WJPV25$1 2.354 0.097 24.261 0.000 WJPV26$1 3.774 0.157 24.030 0.000 WJPV27$1 4.022 0.189 21.303 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L4_00 1.419 0.144 9.866 0.000 L4_1 0.127 0.094 1.352 0.176 L4_2 -0.408 0.239 -1.703 0.089 L4_3 0.370 0.350 1.056 0.291 L4_4 -0.269 0.212 -1.267 0.205 L4_5 -0.167 0.276 -0.603 0.547 L4_6 0.588 0.346 1.698 0.090 L4_7 -0.042 0.188 -0.222 0.824 L4_8 -0.001 0.123 -0.007 0.994 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.776E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.160 Category 2 0.840 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.348 Category 2 0.652 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.664 Category 2 0.336 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV14 ON GEND 1.450 0.142 1.197 1.756 P201 0.593 0.141 0.372 0.944 P301 1.058 0.280 0.630 1.777 P501 1.060 0.195 0.738 1.520 P601 1.091 0.235 0.715 1.665 P901 1.254 0.299 0.786 2.001 AGE 0.847 0.159 0.586 1.224 AGE_2 0.978 0.126 0.761 1.259 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 4 0 0 0 0 WJPV16 5 0 0 0 0 WJPV17 6 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV14 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV14 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV14 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L4_00 L4_1 L4_2 L4_3 L4_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L4_5 L4_6 L4_7 L4_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 0.000 1.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV14 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV14 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L4_00 L4_1 L4_2 L4_3 L4_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L4_5 L4_6 L4_7 L4_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 13:50:43 Ending Time: 13:53:47 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 1:58 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV16 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV16 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l6_00*1 l6_1*0 l6_2*0 l6_3*0 l6_4*0 l6_5*0 l6_6*0 l6_7*0 l6_8*0 ); l6=l6_00 +l6_1*GEND +l6_2*P201 +l6_3*P301 +l6_4*P501 +l6_5*P601 +l6_6*P901 +l6_7*AGE +l6_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV16 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -22987.695 Information Criteria Akaike (AIC) 46075.390 Bayesian (BIC) 46376.812 Sample-Size Adjusted BIC 46217.942 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.256 0.109 11.480 0.000 WJPV12 1.466 0.100 14.677 0.000 WJPV13 0.843 0.059 14.287 0.000 WJPV14 1.241 0.088 14.060 0.000 WJPV15 1.454 0.103 14.154 0.000 WJPV16 999.000 0.000 999.000 999.000 WJPV17 0.788 0.056 14.147 0.000 WJPV18 1.194 0.068 17.436 0.000 WJPV19 1.197 0.067 17.974 0.000 WJPV20 1.444 0.079 18.378 0.000 WJPV21 1.461 0.080 18.154 0.000 WJPV22 0.994 0.062 16.083 0.000 WJPV23 1.878 0.110 17.027 0.000 WJPV24 1.194 0.072 16.497 0.000 WJPV25 1.682 0.105 15.960 0.000 WJPV26 1.338 0.130 10.320 0.000 WJPV27 1.733 0.152 11.438 0.000 WJPV16 ON GEND -0.103 0.047 -2.197 0.028 P201 0.088 0.142 0.616 0.538 P301 -0.129 0.125 -1.025 0.305 P501 -0.234 0.100 -2.333 0.020 P601 0.113 0.122 0.924 0.355 P901 0.498 0.117 4.276 0.000 AGE 0.389 0.103 3.757 0.000 AGE_2 -0.078 0.081 -0.965 0.335 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.463 0.134 -25.925 0.000 WJPV12$1 -2.721 0.104 -26.100 0.000 WJPV13$1 -1.187 0.050 -23.823 0.000 WJPV14$1 -2.499 0.090 -27.819 0.000 WJPV15$1 -2.909 0.112 -26.030 0.000 WJPV16$1 -0.779 0.064 -12.268 0.000 WJPV17$1 -0.986 0.047 -21.203 0.000 WJPV18$1 -0.806 0.051 -15.941 0.000 WJPV19$1 0.128 0.047 2.752 0.006 WJPV20$1 0.730 0.054 13.464 0.000 WJPV21$1 0.943 0.057 16.492 0.000 WJPV22$1 0.852 0.048 17.677 0.000 WJPV23$1 1.930 0.089 21.773 0.000 WJPV24$1 1.336 0.058 22.866 0.000 WJPV25$1 2.350 0.097 24.239 0.000 WJPV26$1 3.776 0.158 23.974 0.000 WJPV27$1 4.031 0.190 21.179 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L6_00 1.080 0.095 11.363 0.000 L6_1 0.070 0.072 0.964 0.335 L6_2 0.264 0.215 1.228 0.220 L6_3 -0.199 0.183 -1.086 0.277 L6_4 0.107 0.157 0.681 0.496 L6_5 -0.067 0.190 -0.351 0.725 L6_6 -0.336 0.176 -1.915 0.055 L6_7 0.016 0.154 0.107 0.915 L6_8 0.054 0.122 0.442 0.659 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.106E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.351 Category 2 0.649 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV16 ON GEND 0.902 0.042 0.824 0.989 P201 1.092 0.156 0.826 1.443 P301 0.879 0.110 0.688 1.124 P501 0.792 0.079 0.651 0.963 P601 1.119 0.136 0.881 1.421 P901 1.646 0.192 1.310 2.069 AGE 1.475 0.153 1.204 1.807 AGE_2 0.925 0.075 0.790 1.084 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 6 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV16 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV16 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV16 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L6_00 L6_1 L6_2 L6_3 L6_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L6_5 L6_6 L6_7 L6_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 0.000 1.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV16 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV16 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L6_00 L6_1 L6_2 L6_3 L6_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L6_5 L6_6 L6_7 L6_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 13:58:10 Ending Time: 14:01:13 Elapsed Time: 00:03:03 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:01 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV17 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV17 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l7_00*1 l7_1*0 l7_2*0 l7_3*0 l7_4*0 l7_5*0 l7_6*0 l7_7*0 l7_8*0 ); l7=l7_00 +l7_1*GEND +l7_2*P201 +l7_3*P301 +l7_4*P501 +l7_5*P601 +l7_6*P901 +l7_7*AGE +l7_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV17 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23005.321 Information Criteria Akaike (AIC) 46110.643 Bayesian (BIC) 46412.065 Sample-Size Adjusted BIC 46253.195 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.251 0.109 11.488 0.000 WJPV12 1.493 0.101 14.797 0.000 WJPV13 0.856 0.059 14.469 0.000 WJPV14 1.225 0.087 14.059 0.000 WJPV15 1.432 0.101 14.166 0.000 WJPV16 1.353 0.074 18.253 0.000 WJPV17 999.000 0.000 999.000 999.000 WJPV18 1.198 0.068 17.545 0.000 WJPV19 1.204 0.066 18.105 0.000 WJPV20 1.439 0.078 18.455 0.000 WJPV21 1.441 0.079 18.193 0.000 WJPV22 0.984 0.061 16.063 0.000 WJPV23 1.881 0.110 17.104 0.000 WJPV24 1.214 0.073 16.642 0.000 WJPV25 1.681 0.105 15.999 0.000 WJPV26 1.336 0.129 10.335 0.000 WJPV27 1.719 0.150 11.452 0.000 WJPV17 ON GEND 0.036 0.045 0.794 0.427 P201 0.288 0.140 2.052 0.040 P301 -0.046 0.129 -0.355 0.722 P501 0.037 0.103 0.356 0.722 P601 -0.070 0.119 -0.589 0.556 P901 -0.360 0.110 -3.282 0.001 AGE 0.466 0.101 4.587 0.000 AGE_2 -0.222 0.073 -3.026 0.002 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.459 0.133 -26.009 0.000 WJPV12$1 -2.743 0.106 -25.950 0.000 WJPV13$1 -1.191 0.050 -23.796 0.000 WJPV14$1 -2.488 0.089 -28.006 0.000 WJPV15$1 -2.891 0.110 -26.263 0.000 WJPV16$1 -0.675 0.052 -13.036 0.000 WJPV17$1 -1.147 0.061 -18.740 0.000 WJPV18$1 -0.807 0.051 -15.946 0.000 WJPV19$1 0.128 0.047 2.753 0.006 WJPV20$1 0.729 0.054 13.473 0.000 WJPV21$1 0.937 0.057 16.531 0.000 WJPV22$1 0.849 0.048 17.696 0.000 WJPV23$1 1.931 0.089 21.813 0.000 WJPV24$1 1.344 0.059 22.823 0.000 WJPV25$1 2.349 0.097 24.281 0.000 WJPV26$1 3.774 0.157 24.018 0.000 WJPV27$1 4.016 0.188 21.321 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L7_00 0.639 0.077 8.292 0.000 L7_1 -0.074 0.056 -1.332 0.183 L7_2 0.004 0.165 0.023 0.981 L7_3 -0.123 0.164 -0.748 0.455 L7_4 0.107 0.131 0.813 0.416 L7_5 -0.315 0.152 -2.069 0.039 L7_6 0.153 0.159 0.967 0.334 L7_7 -0.118 0.120 -0.980 0.327 L7_8 -0.004 0.087 -0.051 0.960 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.741E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.292 Category 2 0.708 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV17 ON GEND 1.036 0.047 0.949 1.132 P201 1.334 0.187 1.013 1.756 P301 0.955 0.123 0.742 1.230 P501 1.037 0.106 0.848 1.268 P601 0.932 0.111 0.739 1.177 P901 0.697 0.077 0.562 0.865 AGE 1.593 0.162 1.306 1.943 AGE_2 0.801 0.059 0.694 0.925 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 7 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV17 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV17 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV17 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L7_00 L7_1 L7_2 L7_3 L7_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L7_5 L7_6 L7_7 L7_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 0.000 1.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 0.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV17 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV17 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L7_00 L7_1 L7_2 L7_3 L7_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L7_5 L7_6 L7_7 L7_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:01:46 Ending Time: 14:04:50 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:05 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV18 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV18 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l8_00*1 l8_1*0 l8_2*0 l8_3*0 l8_4*0 l8_5*0 l8_6*0 l8_7*0 l8_8*0 ); l8=l8_00 +l8_1*GEND +l8_2*P201 +l8_3*P301 +l8_4*P501 +l8_5*P601 +l8_6*P901 +l8_7*AGE +l8_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV18 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23031.737 Information Criteria Akaike (AIC) 46163.473 Bayesian (BIC) 46464.896 Sample-Size Adjusted BIC 46306.026 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.265 0.109 11.593 0.000 WJPV12 1.484 0.100 14.808 0.000 WJPV13 0.864 0.059 14.554 0.000 WJPV14 1.221 0.087 14.071 0.000 WJPV15 1.429 0.101 14.178 0.000 WJPV16 1.353 0.074 18.247 0.000 WJPV17 0.798 0.056 14.317 0.000 WJPV18 999.000 0.000 999.000 999.000 WJPV19 1.191 0.066 18.007 0.000 WJPV20 1.431 0.078 18.421 0.000 WJPV21 1.453 0.080 18.192 0.000 WJPV22 0.997 0.062 16.147 0.000 WJPV23 1.880 0.110 17.076 0.000 WJPV24 1.216 0.073 16.633 0.000 WJPV25 1.687 0.105 15.992 0.000 WJPV26 1.340 0.130 10.330 0.000 WJPV27 1.725 0.151 11.452 0.000 WJPV18 ON GEND -0.091 0.047 -1.927 0.054 P201 -0.252 0.139 -1.820 0.069 P301 0.069 0.133 0.520 0.603 P501 -0.151 0.101 -1.489 0.137 P601 0.141 0.121 1.165 0.244 P901 0.339 0.115 2.955 0.003 AGE -0.095 0.105 -0.904 0.366 AGE_2 -0.047 0.075 -0.620 0.535 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.474 0.134 -25.906 0.000 WJPV12$1 -2.737 0.105 -26.040 0.000 WJPV13$1 -1.193 0.050 -23.782 0.000 WJPV14$1 -2.486 0.089 -28.051 0.000 WJPV15$1 -2.890 0.110 -26.297 0.000 WJPV16$1 -0.674 0.052 -13.024 0.000 WJPV17$1 -0.988 0.047 -21.195 0.000 WJPV18$1 -0.846 0.063 -13.344 0.000 WJPV19$1 0.128 0.046 2.766 0.006 WJPV20$1 0.728 0.054 13.488 0.000 WJPV21$1 0.941 0.057 16.519 0.000 WJPV22$1 0.853 0.048 17.682 0.000 WJPV23$1 1.931 0.089 21.806 0.000 WJPV24$1 1.345 0.059 22.811 0.000 WJPV25$1 2.352 0.097 24.252 0.000 WJPV26$1 3.777 0.157 23.991 0.000 WJPV27$1 4.019 0.189 21.303 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L8_00 1.164 0.094 12.421 0.000 L8_1 0.015 0.067 0.221 0.825 L8_2 -0.054 0.187 -0.288 0.774 L8_3 0.104 0.213 0.485 0.628 L8_4 0.153 0.161 0.950 0.342 L8_5 -0.152 0.186 -0.814 0.415 L8_6 -0.155 0.184 -0.846 0.398 L8_7 0.055 0.143 0.386 0.699 L8_8 -0.062 0.098 -0.631 0.528 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.782E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.341 Category 2 0.659 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.664 Category 2 0.336 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV18 ON GEND 0.913 0.043 0.833 1.002 P201 0.777 0.108 0.592 1.020 P301 1.072 0.143 0.825 1.392 P501 0.860 0.087 0.705 1.049 P601 1.151 0.139 0.908 1.458 P901 1.403 0.161 1.121 1.757 AGE 0.909 0.096 0.739 1.118 AGE_2 0.955 0.072 0.824 1.106 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 8 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV18 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV18 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV18 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L8_00 L8_1 L8_2 L8_3 L8_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L8_5 L8_6 L8_7 L8_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 0.000 1.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV18 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV18 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L8_00 L8_1 L8_2 L8_3 L8_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L8_5 L8_6 L8_7 L8_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:05:35 Ending Time: 14:08:39 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:09 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV19 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV19 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l9_00*1 l9_1*0 l9_2*0 l9_3*0 l9_4*0 l9_5*0 l9_6*0 l9_7*0 l9_8*0 ); l9=l9_00 +l9_1*GEND +l9_2*P201 +l9_3*P301 +l9_4*P501 +l9_5*P601 +l9_6*P901 +l9_7*AGE +l9_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV19 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -22985.251 Information Criteria Akaike (AIC) 46070.503 Bayesian (BIC) 46371.925 Sample-Size Adjusted BIC 46213.055 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.270 0.109 11.613 0.000 WJPV12 1.485 0.100 14.857 0.000 WJPV13 0.866 0.059 14.602 0.000 WJPV14 1.217 0.086 14.069 0.000 WJPV15 1.429 0.101 14.208 0.000 WJPV16 1.358 0.074 18.319 0.000 WJPV17 0.796 0.056 14.318 0.000 WJPV18 1.170 0.067 17.457 0.000 WJPV19 999.000 0.000 999.000 999.000 WJPV20 1.428 0.077 18.481 0.000 WJPV21 1.457 0.080 18.271 0.000 WJPV22 1.002 0.062 16.233 0.000 WJPV23 1.878 0.110 17.134 0.000 WJPV24 1.216 0.073 16.682 0.000 WJPV25 1.673 0.104 16.046 0.000 WJPV26 1.345 0.130 10.362 0.000 WJPV27 1.742 0.152 11.479 0.000 WJPV19 ON GEND -0.353 0.045 -7.904 0.000 P201 -0.126 0.130 -0.974 0.330 P301 0.142 0.121 1.173 0.241 P501 -0.393 0.105 -3.746 0.000 P601 -0.116 0.125 -0.928 0.353 P901 0.234 0.107 2.197 0.028 AGE -0.131 0.103 -1.272 0.204 AGE_2 -0.132 0.077 -1.714 0.087 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.478 0.134 -25.886 0.000 WJPV12$1 -2.737 0.105 -26.091 0.000 WJPV13$1 -1.194 0.050 -23.781 0.000 WJPV14$1 -2.482 0.088 -28.107 0.000 WJPV15$1 -2.888 0.110 -26.346 0.000 WJPV16$1 -0.676 0.052 -13.031 0.000 WJPV17$1 -0.988 0.047 -21.201 0.000 WJPV18$1 -0.800 0.050 -15.977 0.000 WJPV19$1 0.027 0.062 0.430 0.667 WJPV20$1 0.727 0.054 13.489 0.000 WJPV21$1 0.942 0.057 16.522 0.000 WJPV22$1 0.854 0.048 17.680 0.000 WJPV23$1 1.930 0.088 21.844 0.000 WJPV24$1 1.345 0.059 22.830 0.000 WJPV25$1 2.343 0.096 24.381 0.000 WJPV26$1 3.783 0.158 23.947 0.000 WJPV27$1 4.040 0.191 21.172 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L9_00 1.180 0.093 12.704 0.000 L9_1 0.066 0.069 0.954 0.340 L9_2 -0.101 0.206 -0.489 0.625 L9_3 -0.290 0.174 -1.663 0.096 L9_4 0.386 0.170 2.267 0.023 L9_5 0.250 0.208 1.207 0.227 L9_6 -0.449 0.156 -2.883 0.004 L9_7 -0.120 0.159 -0.754 0.451 L9_8 0.126 0.116 1.090 0.276 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.109E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.522 Category 2 0.478 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV19 ON GEND 0.702 0.031 0.643 0.767 P201 0.881 0.114 0.684 1.136 P301 1.153 0.140 0.909 1.462 P501 0.675 0.071 0.550 0.829 P601 0.890 0.111 0.697 1.138 P901 1.264 0.135 1.026 1.557 AGE 0.877 0.090 0.717 1.073 AGE_2 0.876 0.068 0.753 1.019 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 9 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV19 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV19 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV19 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L9_00 L9_1 L9_2 L9_3 L9_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L9_5 L9_6 L9_7 L9_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 0.000 1.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV19 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV19 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L9_00 L9_1 L9_2 L9_3 L9_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L9_5 L9_6 L9_7 L9_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:09:55 Ending Time: 14:13:00 Elapsed Time: 00:03:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:13 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV20 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV20 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l10_00*1 l10_1*0 l10_2*0 l10_3*0 l10_4*0 l10_5*0 l10_6*0 l10_7*0 l10_8*0 ); l10=l10_00 +l10_1*GEND +l10_2*P201 +l10_3*P301 +l10_4*P501 +l10_5*P601 +l10_6*P901 +l10_7*AGE +l10_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV20 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23022.510 Information Criteria Akaike (AIC) 46145.020 Bayesian (BIC) 46446.443 Sample-Size Adjusted BIC 46287.573 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.266 0.109 11.571 0.000 WJPV12 1.497 0.101 14.814 0.000 WJPV13 0.862 0.059 14.521 0.000 WJPV14 1.222 0.087 14.056 0.000 WJPV15 1.430 0.101 14.161 0.000 WJPV16 1.357 0.074 18.243 0.000 WJPV17 0.797 0.056 14.270 0.000 WJPV18 1.185 0.068 17.459 0.000 WJPV19 1.190 0.066 18.008 0.000 WJPV20 999.000 0.000 999.000 999.000 WJPV21 1.444 0.079 18.169 0.000 WJPV22 0.999 0.062 16.157 0.000 WJPV23 1.871 0.110 17.070 0.000 WJPV24 1.214 0.073 16.631 0.000 WJPV25 1.680 0.105 16.000 0.000 WJPV26 1.336 0.129 10.333 0.000 WJPV27 1.733 0.151 11.454 0.000 WJPV20 ON GEND -0.067 0.050 -1.337 0.181 P201 -0.426 0.147 -2.891 0.004 P301 0.140 0.143 0.981 0.327 P501 -0.070 0.114 -0.611 0.541 P601 0.142 0.128 1.111 0.267 P901 0.594 0.110 5.376 0.000 AGE -0.192 0.110 -1.754 0.079 AGE_2 0.002 0.083 0.023 0.982 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.473 0.134 -25.901 0.000 WJPV12$1 -2.746 0.106 -25.949 0.000 WJPV13$1 -1.193 0.050 -23.783 0.000 WJPV14$1 -2.486 0.089 -28.048 0.000 WJPV15$1 -2.889 0.110 -26.294 0.000 WJPV16$1 -0.676 0.052 -13.033 0.000 WJPV17$1 -0.988 0.047 -21.195 0.000 WJPV18$1 -0.804 0.050 -15.960 0.000 WJPV19$1 0.127 0.046 2.746 0.006 WJPV20$1 0.691 0.070 9.917 0.000 WJPV21$1 0.937 0.057 16.520 0.000 WJPV22$1 0.853 0.048 17.676 0.000 WJPV23$1 1.925 0.088 21.837 0.000 WJPV24$1 1.344 0.059 22.821 0.000 WJPV25$1 2.348 0.097 24.297 0.000 WJPV26$1 3.775 0.157 24.008 0.000 WJPV27$1 4.031 0.190 21.198 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L10_00 1.349 0.108 12.438 0.000 L10_1 0.057 0.078 0.733 0.463 L10_2 0.395 0.259 1.525 0.127 L10_3 -0.038 0.218 -0.177 0.860 L10_4 0.226 0.182 1.243 0.214 L10_5 -0.282 0.189 -1.493 0.135 L10_6 -0.573 0.163 -3.509 0.000 L10_7 0.100 0.176 0.568 0.570 L10_8 0.042 0.142 0.297 0.766 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.114E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.651 Category 2 0.349 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV20 ON GEND 0.935 0.047 0.848 1.032 P201 0.653 0.096 0.489 0.872 P301 1.151 0.165 0.869 1.523 P501 0.933 0.107 0.745 1.167 P601 1.153 0.148 0.897 1.481 P901 1.811 0.200 1.458 2.249 AGE 0.825 0.091 0.665 1.023 AGE_2 1.002 0.083 0.852 1.179 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 10 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV20 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV20 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV20 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L10_00 L10_1 L10_2 L10_3 L10_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L10_5 L10_6 L10_7 L10_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 0.000 1.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV20 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV20 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L10_00 L10_1 L10_2 L10_3 L10_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L10_5 L10_6 L10_7 L10_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:13:51 Ending Time: 14:16:56 Elapsed Time: 00:03:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:17 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV21 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV21 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l11_00*1 l11_1*0 l11_2*0 l11_3*0 l11_4*0 l11_5*0 l11_6*0 l11_7*0 l11_8*0 ); l11=l11_00 +l11_1*GEND +l11_2*P201 +l11_3*P301 +l11_4*P501 +l11_5*P601 +l11_6*P901 +l11_7*AGE +l11_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV21 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23021.633 Information Criteria Akaike (AIC) 46143.266 Bayesian (BIC) 46444.688 Sample-Size Adjusted BIC 46285.818 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.251 0.108 11.539 0.000 WJPV12 1.494 0.101 14.842 0.000 WJPV13 0.862 0.059 14.542 0.000 WJPV14 1.206 0.086 14.024 0.000 WJPV15 1.423 0.100 14.188 0.000 WJPV16 1.361 0.074 18.295 0.000 WJPV17 0.789 0.055 14.223 0.000 WJPV18 1.190 0.068 17.520 0.000 WJPV19 1.209 0.067 18.116 0.000 WJPV20 1.444 0.078 18.456 0.000 WJPV21 999.000 0.000 999.000 999.000 WJPV22 0.984 0.061 16.041 0.000 WJPV23 1.888 0.111 17.080 0.000 WJPV24 1.218 0.073 16.646 0.000 WJPV25 1.686 0.105 15.987 0.000 WJPV26 1.330 0.129 10.302 0.000 WJPV27 1.711 0.149 11.444 0.000 WJPV21 ON GEND 0.221 0.054 4.098 0.000 P201 -0.204 0.150 -1.356 0.175 P301 -0.106 0.163 -0.651 0.515 P501 0.191 0.111 1.717 0.086 P601 0.340 0.134 2.548 0.011 P901 -0.173 0.150 -1.151 0.250 AGE 0.144 0.111 1.304 0.192 AGE_2 0.044 0.079 0.562 0.574 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.461 0.133 -26.037 0.000 WJPV12$1 -2.745 0.106 -25.980 0.000 WJPV13$1 -1.193 0.050 -23.789 0.000 WJPV14$1 -2.475 0.088 -28.184 0.000 WJPV15$1 -2.885 0.109 -26.371 0.000 WJPV16$1 -0.676 0.052 -13.021 0.000 WJPV17$1 -0.986 0.046 -21.212 0.000 WJPV18$1 -0.805 0.050 -15.950 0.000 WJPV19$1 0.129 0.047 2.769 0.006 WJPV20$1 0.731 0.054 13.479 0.000 WJPV21$1 1.007 0.075 13.465 0.000 WJPV22$1 0.849 0.048 17.697 0.000 WJPV23$1 1.935 0.089 21.775 0.000 WJPV24$1 1.346 0.059 22.808 0.000 WJPV25$1 2.352 0.097 24.252 0.000 WJPV26$1 3.767 0.156 24.081 0.000 WJPV27$1 4.003 0.187 21.421 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L11_00 1.420 0.109 12.993 0.000 L11_1 -0.182 0.081 -2.251 0.024 L11_2 -0.164 0.230 -0.714 0.475 L11_3 0.040 0.229 0.176 0.861 L11_4 -0.068 0.167 -0.407 0.684 L11_5 -0.092 0.205 -0.448 0.654 L11_6 0.268 0.223 1.200 0.230 L11_7 -0.006 0.173 -0.033 0.974 L11_8 0.010 0.133 0.077 0.938 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.119E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.348 Category 2 0.652 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.651 Category 2 0.349 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV21 ON GEND 1.247 0.067 1.122 1.386 P201 0.816 0.123 0.608 1.095 P301 0.900 0.146 0.654 1.237 P501 1.210 0.134 0.973 1.504 P601 1.406 0.188 1.082 1.827 P901 0.841 0.126 0.627 1.129 AGE 1.155 0.128 0.930 1.435 AGE_2 1.045 0.082 0.896 1.220 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 11 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV21 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV21 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV21 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L11_00 L11_1 L11_2 L11_3 L11_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L11_5 L11_6 L11_7 L11_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 0.000 1.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV21 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV21 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L11_00 L11_1 L11_2 L11_3 L11_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L11_5 L11_6 L11_7 L11_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:17:58 Ending Time: 14:21:03 Elapsed Time: 00:03:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:21 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV22 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV22 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l12_00*1 l12_1*0 l12_2*0 l12_3*0 l12_4*0 l12_5*0 l12_6*0 l12_7*0 l12_8*0 ); l12=l12_00 +l12_1*GEND +l12_2*P201 +l12_3*P301 +l12_4*P501 +l12_5*P601 +l12_6*P901 +l12_7*AGE +l12_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV22 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23006.706 Information Criteria Akaike (AIC) 46113.413 Bayesian (BIC) 46414.835 Sample-Size Adjusted BIC 46255.965 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.257 0.109 11.569 0.000 WJPV12 1.496 0.101 14.878 0.000 WJPV13 0.864 0.059 14.594 0.000 WJPV14 1.214 0.086 14.065 0.000 WJPV15 1.425 0.100 14.207 0.000 WJPV16 1.354 0.074 18.327 0.000 WJPV17 0.790 0.055 14.255 0.000 WJPV18 1.190 0.068 17.566 0.000 WJPV19 1.203 0.066 18.147 0.000 WJPV20 1.437 0.078 18.512 0.000 WJPV21 1.439 0.079 18.252 0.000 WJPV22 999.000 0.000 999.000 999.000 WJPV23 1.893 0.110 17.158 0.000 WJPV24 1.218 0.073 16.690 0.000 WJPV25 1.678 0.105 16.046 0.000 WJPV26 1.336 0.129 10.345 0.000 WJPV27 1.726 0.150 11.477 0.000 WJPV22 ON GEND 0.296 0.048 6.164 0.000 P201 0.422 0.138 3.056 0.002 P301 -0.067 0.135 -0.499 0.618 P501 0.056 0.102 0.550 0.582 P601 0.121 0.124 0.980 0.327 P901 -0.522 0.147 -3.545 0.000 AGE 0.135 0.102 1.321 0.187 AGE_2 -0.006 0.073 -0.077 0.939 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.465 0.133 -26.015 0.000 WJPV12$1 -2.746 0.106 -26.007 0.000 WJPV13$1 -1.194 0.050 -23.787 0.000 WJPV14$1 -2.480 0.088 -28.141 0.000 WJPV15$1 -2.885 0.109 -26.388 0.000 WJPV16$1 -0.675 0.052 -13.033 0.000 WJPV17$1 -0.987 0.047 -21.213 0.000 WJPV18$1 -0.805 0.050 -15.956 0.000 WJPV19$1 0.129 0.047 2.762 0.006 WJPV20$1 0.729 0.054 13.487 0.000 WJPV21$1 0.936 0.057 16.548 0.000 WJPV22$1 0.855 0.066 12.901 0.000 WJPV23$1 1.938 0.089 21.802 0.000 WJPV24$1 1.346 0.059 22.822 0.000 WJPV25$1 2.347 0.096 24.353 0.000 WJPV26$1 3.774 0.157 24.046 0.000 WJPV27$1 4.022 0.189 21.312 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L12_00 1.095 0.090 12.113 0.000 L12_1 -0.051 0.065 -0.782 0.434 L12_2 0.458 0.221 2.068 0.039 L12_3 -0.385 0.166 -2.326 0.020 L12_4 -0.086 0.139 -0.621 0.535 L12_5 -0.225 0.164 -1.371 0.170 L12_6 0.323 0.192 1.678 0.093 L12_7 -0.022 0.141 -0.157 0.876 L12_8 -0.008 0.105 -0.073 0.942 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.101E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.650 Category 2 0.350 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV22 ON GEND 1.345 0.065 1.224 1.477 P201 1.524 0.210 1.163 1.997 P301 0.935 0.126 0.718 1.218 P501 1.058 0.108 0.865 1.293 P601 1.129 0.140 0.886 1.440 P901 0.593 0.087 0.445 0.792 AGE 1.144 0.117 0.937 1.397 AGE_2 0.994 0.073 0.861 1.148 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 12 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV22 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV22 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV22 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L12_00 L12_1 L12_2 L12_3 L12_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L12_5 L12_6 L12_7 L12_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 0.000 1.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 0.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV22 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV22 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L12_00 L12_1 L12_2 L12_3 L12_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L12_5 L12_6 L12_7 L12_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:21:40 Ending Time: 14:24:44 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:25 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV23 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV23 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l13_00*1 l13_1*0 l13_2*0 l13_3*0 l13_4*0 l13_5*0 l13_6*0 l13_7*0 l13_8*0 ); l13=l13_00 +l13_1*GEND +l13_2*P201 +l13_3*P301 +l13_4*P501 +l13_5*P601 +l13_6*P901 +l13_7*AGE +l13_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV23 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -22993.696 Information Criteria Akaike (AIC) 46087.392 Bayesian (BIC) 46388.815 Sample-Size Adjusted BIC 46229.945 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.263 0.109 11.571 0.000 WJPV12 1.490 0.101 14.815 0.000 WJPV13 0.866 0.060 14.547 0.000 WJPV14 1.223 0.087 14.068 0.000 WJPV15 1.434 0.101 14.176 0.000 WJPV16 1.347 0.074 18.193 0.000 WJPV17 0.791 0.056 14.208 0.000 WJPV18 1.182 0.068 17.432 0.000 WJPV19 1.190 0.066 17.972 0.000 WJPV20 1.427 0.078 18.342 0.000 WJPV21 1.457 0.080 18.135 0.000 WJPV22 1.006 0.062 16.168 0.000 WJPV23 999.000 0.000 999.000 999.000 WJPV24 1.217 0.073 16.594 0.000 WJPV25 1.688 0.106 15.949 0.000 WJPV26 1.338 0.130 10.320 0.000 WJPV27 1.713 0.150 11.406 0.000 WJPV23 ON GEND -0.141 0.083 -1.694 0.090 P201 -0.128 0.259 -0.495 0.621 P301 0.258 0.218 1.186 0.236 P501 -0.660 0.205 -3.214 0.001 P601 -0.089 0.196 -0.453 0.650 P901 0.426 0.170 2.510 0.012 AGE 0.667 0.192 3.478 0.001 AGE_2 -0.411 0.156 -2.636 0.008 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.472 0.134 -25.923 0.000 WJPV12$1 -2.741 0.105 -26.003 0.000 WJPV13$1 -1.194 0.050 -23.772 0.000 WJPV14$1 -2.487 0.089 -28.030 0.000 WJPV15$1 -2.893 0.110 -26.260 0.000 WJPV16$1 -0.674 0.052 -13.036 0.000 WJPV17$1 -0.987 0.047 -21.205 0.000 WJPV18$1 -0.803 0.050 -15.960 0.000 WJPV19$1 0.128 0.046 2.752 0.006 WJPV20$1 0.726 0.054 13.475 0.000 WJPV21$1 0.941 0.057 16.497 0.000 WJPV22$1 0.854 0.048 17.663 0.000 WJPV23$1 1.751 0.110 15.919 0.000 WJPV24$1 1.345 0.059 22.796 0.000 WJPV25$1 2.353 0.097 24.202 0.000 WJPV26$1 3.776 0.157 23.980 0.000 WJPV27$1 4.007 0.188 21.323 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L13_00 1.756 0.145 12.148 0.000 L13_1 -0.093 0.109 -0.851 0.395 L13_2 0.082 0.349 0.236 0.814 L13_3 0.327 0.333 0.984 0.325 L13_4 0.305 0.252 1.209 0.227 L13_5 -0.511 0.238 -2.144 0.032 L13_6 -0.243 0.235 -1.036 0.300 L13_7 -0.032 0.263 -0.123 0.902 L13_8 0.001 0.211 0.004 0.996 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.121E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.798 Category 2 0.202 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV23 ON GEND 0.868 0.072 0.737 1.022 P201 0.879 0.228 0.529 1.463 P301 1.294 0.282 0.845 1.982 P501 0.517 0.106 0.346 0.773 P601 0.915 0.179 0.623 1.343 P901 1.531 0.260 1.098 2.134 AGE 1.948 0.374 1.338 2.838 AGE_2 0.663 0.103 0.488 0.900 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 13 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV23 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV23 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV23 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L13_00 L13_1 L13_2 L13_3 L13_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L13_5 L13_6 L13_7 L13_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 0.000 1.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV23 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV23 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L13_00 L13_1 L13_2 L13_3 L13_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L13_5 L13_6 L13_7 L13_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:25:51 Ending Time: 14:28:57 Elapsed Time: 00:03:06 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:30 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV24 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV24 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l14_00*1 l14_1*0 l14_2*0 l14_3*0 l14_4*0 l14_5*0 l14_6*0 l14_7*0 l14_8*0 ); l14=l14_00 +l14_1*GEND +l14_2*P201 +l14_3*P301 +l14_4*P501 +l14_5*P601 +l14_6*P901 +l14_7*AGE +l14_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV24 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23016.636 Information Criteria Akaike (AIC) 46133.272 Bayesian (BIC) 46434.695 Sample-Size Adjusted BIC 46275.824 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.258 0.109 11.548 0.000 WJPV12 1.490 0.101 14.804 0.000 WJPV13 0.854 0.059 14.446 0.000 WJPV14 1.227 0.087 14.078 0.000 WJPV15 1.444 0.102 14.198 0.000 WJPV16 1.342 0.074 18.216 0.000 WJPV17 0.794 0.056 14.249 0.000 WJPV18 1.192 0.068 17.494 0.000 WJPV19 1.195 0.066 18.032 0.000 WJPV20 1.439 0.078 18.429 0.000 WJPV21 1.452 0.080 18.184 0.000 WJPV22 0.990 0.062 16.089 0.000 WJPV23 1.887 0.111 17.071 0.000 WJPV24 999.000 0.000 999.000 999.000 WJPV25 1.677 0.105 15.992 0.000 WJPV26 1.335 0.129 10.344 0.000 WJPV27 1.750 0.152 11.479 0.000 WJPV24 ON GEND -0.163 0.057 -2.873 0.004 P201 -0.224 0.177 -1.269 0.205 P301 -0.175 0.167 -1.051 0.293 P501 0.180 0.115 1.560 0.119 P601 0.248 0.137 1.809 0.070 P901 0.171 0.140 1.227 0.220 AGE 0.235 0.124 1.902 0.057 AGE_2 0.005 0.090 0.059 0.953 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.465 0.133 -25.987 0.000 WJPV12$1 -2.740 0.105 -26.006 0.000 WJPV13$1 -1.191 0.050 -23.805 0.000 WJPV14$1 -2.489 0.089 -28.006 0.000 WJPV15$1 -2.901 0.111 -26.191 0.000 WJPV16$1 -0.673 0.052 -13.046 0.000 WJPV17$1 -0.988 0.047 -21.202 0.000 WJPV18$1 -0.806 0.051 -15.953 0.000 WJPV19$1 0.128 0.046 2.747 0.006 WJPV20$1 0.728 0.054 13.468 0.000 WJPV21$1 0.939 0.057 16.511 0.000 WJPV22$1 0.850 0.048 17.685 0.000 WJPV23$1 1.933 0.089 21.782 0.000 WJPV24$1 1.350 0.076 17.802 0.000 WJPV25$1 2.345 0.096 24.318 0.000 WJPV26$1 3.774 0.157 24.038 0.000 WJPV27$1 4.051 0.192 21.082 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L14_00 1.056 0.099 10.713 0.000 L14_1 0.026 0.073 0.355 0.723 L14_2 0.103 0.257 0.399 0.690 L14_3 0.057 0.196 0.293 0.769 L14_4 0.028 0.149 0.188 0.851 L14_5 -0.201 0.172 -1.171 0.242 L14_6 0.116 0.181 0.641 0.522 L14_7 -0.392 0.182 -2.161 0.031 L14_8 0.244 0.144 1.690 0.091 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.106E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.749 Category 2 0.251 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV24 ON GEND 0.849 0.048 0.760 0.949 P201 0.799 0.141 0.565 1.130 P301 0.839 0.140 0.605 1.164 P501 1.197 0.138 0.955 1.501 P601 1.281 0.176 0.980 1.676 P901 1.187 0.166 0.903 1.560 AGE 1.265 0.156 0.993 1.612 AGE_2 1.005 0.090 0.843 1.199 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 14 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV24 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV24 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV24 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L14_00 L14_1 L14_2 L14_3 L14_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L14_5 L14_6 L14_7 L14_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 0.000 1.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV24 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV24 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L14_00 L14_1 L14_2 L14_3 L14_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L14_5 L14_6 L14_7 L14_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:30:25 Ending Time: 14:33:30 Elapsed Time: 00:03:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:34 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV25 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV25 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l15_00*1 l15_1*0 l15_2*0 l15_3*0 l15_4*0 l15_5*0 l15_6*0 l15_7*0 l15_8*0 ); l15=l15_00 +l15_1*GEND +l15_2*P201 +l15_3*P301 +l15_4*P501 +l15_5*P601 +l15_6*P901 +l15_7*AGE +l15_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV25 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23026.228 Information Criteria Akaike (AIC) 46152.456 Bayesian (BIC) 46453.878 Sample-Size Adjusted BIC 46295.008 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.260 0.109 11.568 0.000 WJPV12 1.492 0.101 14.834 0.000 WJPV13 0.859 0.059 14.513 0.000 WJPV14 1.220 0.087 14.077 0.000 WJPV15 1.436 0.101 14.207 0.000 WJPV16 1.354 0.074 18.268 0.000 WJPV17 0.787 0.055 14.191 0.000 WJPV18 1.192 0.068 17.529 0.000 WJPV19 1.196 0.066 18.054 0.000 WJPV20 1.438 0.078 18.433 0.000 WJPV21 1.450 0.080 18.191 0.000 WJPV22 0.992 0.062 16.097 0.000 WJPV23 1.887 0.111 17.065 0.000 WJPV24 1.213 0.073 16.613 0.000 WJPV25 999.000 0.000 999.000 999.000 WJPV26 1.339 0.130 10.322 0.000 WJPV27 1.723 0.151 11.404 0.000 WJPV25 ON GEND -0.224 0.097 -2.308 0.021 P201 0.332 0.285 1.165 0.244 P301 -0.227 0.263 -0.861 0.389 P501 -0.036 0.192 -0.187 0.852 P601 0.022 0.231 0.094 0.925 P901 -0.248 0.229 -1.083 0.279 AGE 0.693 0.215 3.223 0.001 AGE_2 -0.261 0.158 -1.652 0.099 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.469 0.134 -25.959 0.000 WJPV12$1 -2.743 0.105 -26.002 0.000 WJPV13$1 -1.192 0.050 -23.794 0.000 WJPV14$1 -2.485 0.089 -28.073 0.000 WJPV15$1 -2.894 0.110 -26.270 0.000 WJPV16$1 -0.675 0.052 -13.031 0.000 WJPV17$1 -0.986 0.046 -21.214 0.000 WJPV18$1 -0.806 0.050 -15.951 0.000 WJPV19$1 0.128 0.047 2.758 0.006 WJPV20$1 0.729 0.054 13.477 0.000 WJPV21$1 0.940 0.057 16.519 0.000 WJPV22$1 0.851 0.048 17.685 0.000 WJPV23$1 1.934 0.089 21.769 0.000 WJPV24$1 1.343 0.059 22.819 0.000 WJPV25$1 2.277 0.122 18.587 0.000 WJPV26$1 3.776 0.158 23.976 0.000 WJPV27$1 4.018 0.189 21.236 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L15_00 1.602 0.140 11.444 0.000 L15_1 0.120 0.109 1.102 0.271 L15_2 -0.063 0.377 -0.166 0.868 L15_3 0.257 0.286 0.899 0.369 L15_4 0.207 0.222 0.934 0.350 L15_5 0.061 0.264 0.230 0.818 L15_6 -0.095 0.242 -0.390 0.696 L15_7 -0.512 0.267 -1.915 0.056 L15_8 0.220 0.205 1.073 0.283 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.121E-02 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.868 Category 2 0.132 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV25 ON GEND 0.800 0.078 0.661 0.967 P201 1.393 0.397 0.797 2.434 P301 0.797 0.210 0.476 1.335 P501 0.965 0.185 0.662 1.406 P601 1.022 0.236 0.649 1.608 P901 0.780 0.179 0.498 1.223 AGE 1.999 0.430 1.312 3.047 AGE_2 0.770 0.122 0.565 1.050 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 14 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 15 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV25 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV25 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV25 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L15_00 L15_1 L15_2 L15_3 L15_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L15_5 L15_6 L15_7 L15_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 0.000 1.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV25 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV25 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L15_00 L15_1 L15_2 L15_3 L15_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L15_5 L15_6 L15_7 L15_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:34:50 Ending Time: 14:37:54 Elapsed Time: 00:03:04 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 2:57 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV26 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV26 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l16_00*1 l16_1*0 l16_2*0 l16_3*0 l16_4*0 l16_5*0 l16_6*0 l16_7*0 l16_8*0 ); l16=l16_00 +l16_1*GEND +l16_2*P201 +l16_3*P301 +l16_4*P501 +l16_5*P601 +l16_6*P901 +l16_7*AGE +l16_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV26 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23030.037 Information Criteria Akaike (AIC) 46160.074 Bayesian (BIC) 46461.497 Sample-Size Adjusted BIC 46302.627 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.258 0.109 11.579 0.000 WJPV12 1.490 0.100 14.857 0.000 WJPV13 0.858 0.059 14.531 0.000 WJPV14 1.219 0.087 14.095 0.000 WJPV15 1.433 0.101 14.221 0.000 WJPV16 1.351 0.074 18.295 0.000 WJPV17 0.790 0.055 14.251 0.000 WJPV18 1.190 0.068 17.543 0.000 WJPV19 1.198 0.066 18.092 0.000 WJPV20 1.442 0.078 18.477 0.000 WJPV21 1.451 0.080 18.219 0.000 WJPV22 0.987 0.061 16.088 0.000 WJPV23 1.889 0.110 17.122 0.000 WJPV24 1.211 0.073 16.630 0.000 WJPV25 1.684 0.105 16.027 0.000 WJPV26 999.000 0.000 999.000 999.000 WJPV27 1.734 0.151 11.471 0.000 WJPV26 ON GEND 0.227 0.157 1.444 0.149 P201 -1.094 0.746 -1.467 0.142 P301 0.189 0.467 0.405 0.685 P501 0.405 0.353 1.149 0.250 P601 -0.627 0.597 -1.051 0.293 P901 0.833 0.333 2.504 0.012 AGE -0.097 0.333 -0.291 0.771 AGE_2 -0.257 0.279 -0.923 0.356 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.467 0.133 -25.989 0.000 WJPV12$1 -2.742 0.105 -26.031 0.000 WJPV13$1 -1.192 0.050 -23.801 0.000 WJPV14$1 -2.485 0.088 -28.091 0.000 WJPV15$1 -2.893 0.110 -26.299 0.000 WJPV16$1 -0.674 0.052 -13.027 0.000 WJPV17$1 -0.987 0.047 -21.210 0.000 WJPV18$1 -0.805 0.050 -15.950 0.000 WJPV19$1 0.129 0.047 2.770 0.006 WJPV20$1 0.731 0.054 13.487 0.000 WJPV21$1 0.941 0.057 16.527 0.000 WJPV22$1 0.850 0.048 17.697 0.000 WJPV23$1 1.936 0.089 21.796 0.000 WJPV24$1 1.343 0.059 22.837 0.000 WJPV25$1 2.351 0.097 24.297 0.000 WJPV26$1 3.915 0.249 15.718 0.000 WJPV27$1 4.029 0.190 21.253 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L16_00 1.342 0.204 6.575 0.000 L16_1 -0.268 0.133 -2.015 0.044 L16_2 0.735 0.601 1.223 0.221 L16_3 -0.307 0.371 -0.827 0.408 L16_4 0.139 0.290 0.478 0.632 L16_5 0.630 0.451 1.398 0.162 L16_6 -0.647 0.293 -2.207 0.027 L16_7 0.085 0.302 0.282 0.778 L16_8 0.072 0.246 0.294 0.769 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.452E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.348 Category 2 0.652 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.664 Category 2 0.336 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.966 Category 2 0.034 WJPV27 Category 1 0.947 Category 2 0.053 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV26 ON GEND 1.255 0.198 0.922 1.709 P201 0.335 0.250 0.078 1.445 P301 1.208 0.564 0.484 3.016 P501 1.500 0.529 0.751 2.994 P601 0.534 0.319 0.166 1.721 P901 2.300 0.765 1.198 4.413 AGE 0.908 0.302 0.473 1.743 AGE_2 0.773 0.216 0.448 1.335 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 14 0 0 0 0 WJPV25 15 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 16 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV26 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV26 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV26 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L16_00 L16_1 L16_2 L16_3 L16_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L16_5 L16_6 L16_7 L16_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 0.000 1.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV26 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L16_00 L16_1 L16_2 L16_3 L16_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L16_5 L16_6 L16_7 L16_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 14:57:27 Ending Time: 15:00:32 Elapsed Time: 00:03:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 3:01 PM INPUT INSTRUCTIONS TITLE: Measurement Invariance Model for WJPV27 DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2 ; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= GEND P201 P301 P501 P601 P901 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0]; ETA@1; ETA BY WJPV10*(l1); ETA BY WJPV12*(l2); ETA BY WJPV13*(l3); ETA BY WJPV14*(l4); ETA BY WJPV15*(l5); ETA BY WJPV16*(l6); ETA BY WJPV17*(l7); ETA BY WJPV18*(l8); ETA BY WJPV19*(l9); ETA BY WJPV20*(l10); ETA BY WJPV21*(l11); ETA BY WJPV22*(l12); ETA BY WJPV23*(l13); ETA BY WJPV24*(l14); ETA BY WJPV25*(l15); ETA BY WJPV26*(l16); ETA BY WJPV27*(l17); WJPV27 on GEND P201 P301 P501 P601 P901 AGE AGE_2; MODEL CONSTRAINT: new( l17_00*1 l17_1*0 l17_2*0 l17_3*0 l17_4*0 l17_5*0 l17_6*0 l17_7*0 l17_8*0 ); l17=l17_00 +l17_1*GEND +l17_2*P201 +l17_3*P301 +l17_4*P501 +l17_5*P601 +l17_6*P901 +l17_7*AGE +l17_8*AGE_2 ; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Measurement Invariance Model for WJPV27 SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 50 Loglikelihood H0 Value -23020.697 Information Criteria Akaike (AIC) 46141.395 Bayesian (BIC) 46442.818 Sample-Size Adjusted BIC 46283.947 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.258 0.109 11.572 0.000 WJPV12 1.493 0.101 14.847 0.000 WJPV13 0.866 0.059 14.579 0.000 WJPV14 1.216 0.086 14.069 0.000 WJPV15 1.428 0.101 14.204 0.000 WJPV16 1.357 0.074 18.286 0.000 WJPV17 0.790 0.056 14.226 0.000 WJPV18 1.186 0.068 17.505 0.000 WJPV19 1.204 0.067 18.091 0.000 WJPV20 1.440 0.078 18.439 0.000 WJPV21 1.442 0.079 18.172 0.000 WJPV22 0.998 0.062 16.143 0.000 WJPV23 1.865 0.109 17.081 0.000 WJPV24 1.225 0.073 16.671 0.000 WJPV25 1.686 0.106 15.977 0.000 WJPV26 1.332 0.129 10.326 0.000 WJPV27 999.000 0.000 999.000 999.000 WJPV27 ON GEND 0.077 0.191 0.404 0.686 P201 -1.689 1.694 -0.997 0.319 P301 0.926 0.538 1.722 0.085 P501 0.191 0.516 0.370 0.712 P601 0.341 0.594 0.574 0.566 P901 0.511 0.522 0.978 0.328 AGE 1.171 0.719 1.630 0.103 AGE_2 -0.677 0.554 -1.223 0.221 Means ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.467 0.133 -25.996 0.000 WJPV12$1 -2.743 0.105 -26.008 0.000 WJPV13$1 -1.194 0.050 -23.779 0.000 WJPV14$1 -2.482 0.088 -28.118 0.000 WJPV15$1 -2.888 0.110 -26.347 0.000 WJPV16$1 -0.675 0.052 -13.030 0.000 WJPV17$1 -0.987 0.047 -21.211 0.000 WJPV18$1 -0.804 0.050 -15.959 0.000 WJPV19$1 0.129 0.047 2.758 0.006 WJPV20$1 0.729 0.054 13.474 0.000 WJPV21$1 0.937 0.057 16.528 0.000 WJPV22$1 0.852 0.048 17.679 0.000 WJPV23$1 1.921 0.088 21.882 0.000 WJPV24$1 1.348 0.059 22.788 0.000 WJPV25$1 2.351 0.097 24.250 0.000 WJPV26$1 3.770 0.157 24.077 0.000 WJPV27$1 4.287 0.406 10.566 0.000 Variances ETA 1.000 0.000 999.000 999.000 New/Additional Parameters L17_00 1.878 0.299 6.282 0.000 L17_1 0.127 0.158 0.799 0.424 L17_2 0.855 1.160 0.737 0.461 L17_3 -0.222 0.434 -0.512 0.609 L17_4 -0.284 0.393 -0.723 0.469 L17_5 0.037 0.476 0.077 0.939 L17_6 -0.749 0.410 -1.828 0.068 L17_7 -0.428 0.569 -0.752 0.452 L17_8 0.318 0.440 0.723 0.470 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.122E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.056 Category 2 0.944 WJPV12 Category 1 0.116 Category 2 0.884 WJPV13 Category 1 0.262 Category 2 0.738 WJPV14 Category 1 0.120 Category 2 0.880 WJPV15 Category 1 0.100 Category 2 0.900 WJPV16 Category 1 0.377 Category 2 0.623 WJPV17 Category 1 0.295 Category 2 0.705 WJPV18 Category 1 0.347 Category 2 0.653 WJPV19 Category 1 0.525 Category 2 0.475 WJPV20 Category 1 0.629 Category 2 0.371 WJPV21 Category 1 0.663 Category 2 0.337 WJPV22 Category 1 0.670 Category 2 0.330 WJPV23 Category 1 0.775 Category 2 0.225 WJPV24 Category 1 0.741 Category 2 0.259 WJPV25 Category 1 0.835 Category 2 0.165 WJPV26 Category 1 0.954 Category 2 0.046 WJPV27 Category 1 0.975 Category 2 0.025 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV27 ON GEND 1.080 0.206 0.743 1.570 P201 0.185 0.313 0.007 5.112 P301 2.524 1.357 0.880 7.242 P501 1.210 0.625 0.440 3.328 P601 1.406 0.835 0.439 4.501 P901 1.667 0.870 0.599 4.638 AGE 3.227 2.319 0.789 13.199 AGE_2 0.508 0.281 0.172 1.504 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 26 27 28 29 30 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 31 32 33 34 35 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 36 37 38 39 40 TAU WJPV26$1 WJPV27$1 ________ ________ 41 42 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1 0 0 0 0 WJPV12 2 0 0 0 0 WJPV13 3 0 0 0 0 WJPV14 4 0 0 0 0 WJPV15 5 0 0 0 0 WJPV16 6 0 0 0 0 WJPV17 7 0 0 0 0 WJPV18 8 0 0 0 0 WJPV19 9 0 0 0 0 WJPV20 10 0 0 0 0 WJPV21 11 0 0 0 0 WJPV22 12 0 0 0 0 WJPV23 13 0 0 0 0 WJPV24 14 0 0 0 0 WJPV25 15 0 0 0 0 WJPV26 16 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV27 17 0 18 19 20 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV27 21 22 23 24 25 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L17_00 L17_1 L17_2 L17_3 L17_4 ________ ________ ________ ________ ________ 43 44 45 46 47 NEW/ADDITIONAL PARAMETERS L17_5 L17_6 L17_7 L17_8 ________ ________ ________ ________ 48 49 50 51 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 WJPV27 0.000 1.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 1.000 WJPV12 0.000 1.000 WJPV13 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 1.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 1.000 WJPV17 0.000 1.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 0.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ ETA 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS L17_00 L17_1 L17_2 L17_3 L17_4 ________ ________ ________ ________ ________ 1.000 0.000 0.000 0.000 0.000 NEW/ADDITIONAL PARAMETERS L17_5 L17_6 L17_7 L17_8 ________ ________ ________ ________ 0.000 0.000 0.000 0.000 Beginning Time: 15:01:06 Ending Time: 15:04:14 Elapsed Time: 00:03:08 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 3:06 PM INPUT INSTRUCTIONS TITLE: Round 2 Calibration Model DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= P201 P501 P601 P901 GEND P301 AGE AGE_2 ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0];ETA*(veta); ETA BY WJPV10*(l_1); ETA BY WJPV12*(l_2); ETA BY WJPV13*(l_3); ETA BY WJPV14*(l_4); ETA BY WJPV15*(l_5); ETA BY WJPV16*(l_6); ETA BY WJPV17*(l_7); ETA BY WJPV18*(l_8); ETA BY WJPV19*(l_9); ETA BY WJPV20*(l_10); ETA BY WJPV21*(l_11); ETA BY WJPV22*(l_12); ETA BY WJPV23*(l_13); ETA BY WJPV24*(l_14); ETA BY WJPV25*(l_15); ETA BY WJPV26*(l_16); ETA BY WJPV27*(l_17); ETA ON GEND; ETA ON P201; ETA ON P301; ETA ON P501; ETA ON P601; ETA ON P901; ETA ON AGE; ETA ON AGE_2; WJPV10 on GEND P601; WJPV12 on P201 P501 P601; WJPV13 on P501 AGE AGE_2; WJPV14 on GEND P201; WJPV15 on GEND; WJPV16 on GEND P501 P901 AGE AGE_2; WJPV17 on P201 P601 P901 AGE AGE_2; WJPV18 on P901; WJPV19 on GEND P501 P901; WJPV20 on P201 P901; WJPV21 on GEND P601; WJPV22 on GEND P201 P301 P901; WJPV23 on P501 P601 P901 AGE AGE_2; WJPV24 on GEND AGE AGE_2; WJPV25 on GEND AGE AGE_2; WJPV26 on GEND P901; ! MODEL CONSTRAINT: new( v2*0 v4*0 v5*0 v6*0 l1_0*1 l1_5*0 ! ! l3_0*1 l3_7*0 l3_8*0 ! ! ! ! ! ! l7_0*1 l7_5*0 ! ! l9_0*1 l9_4*0 l9_6*0 l10_0*1 l10_6*0 l11_0*1 l11_1*0 l12_0*1 l12_2*0 l12_3*0 l13_0*1 l13_5*0 l14_0*1 l14_7*0 l14_8*0 ! ! l16_0*1 l16_1*0 l16_6*0 ! ! ); veta=1*exp( v2*P201+ v4*P501+ v5*P601+ v6*P901+ 0); l_1=l1_0 +l1_5*P601; ! !; l_3=l3_0 +l3_7*AGE +l3_8*AGE_2; ! !; ! !; ! !; l_7=l7_0 +l7_5*P601; ! !; l_9=l9_0 +l9_4*P501 +l9_6*P901; l_10=l10_0 +l10_6*P901; l_11=l11_0 +l11_1*GEND; l_12=l12_0 +l12_2*P201 +l12_3*P301; l_13=l13_0 +l13_5*P601; l_14=l14_0 +l14_7*AGE +l14_8*AGE_2; ! !; l_16=l16_0 +l16_1*GEND +l16_6*P901; ! !; OUTPUT: tech1; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Round 2 Calibration Model SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P501 P601 P901 AGE AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 107 Loglikelihood H0 Value -22458.677 Information Criteria Akaike (AIC) 45131.354 Bayesian (BIC) 45776.399 Sample-Size Adjusted BIC 45436.417 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 999.000 0.000 999.000 999.000 WJPV12 1.228 0.091 13.496 0.000 WJPV13 999.000 0.000 999.000 999.000 WJPV14 1.080 0.079 13.620 0.000 WJPV15 1.263 0.092 13.791 0.000 WJPV16 1.060 0.067 15.723 0.000 WJPV17 999.000 0.000 999.000 999.000 WJPV18 1.023 0.062 16.418 0.000 WJPV19 999.000 0.000 999.000 999.000 WJPV20 999.000 0.000 999.000 999.000 WJPV21 999.000 0.000 999.000 999.000 WJPV22 999.000 0.000 999.000 999.000 WJPV23 999.000 0.000 999.000 999.000 WJPV24 999.000 0.000 999.000 999.000 WJPV25 1.485 0.100 14.807 0.000 WJPV26 999.000 0.000 999.000 999.000 WJPV27 1.656 0.147 11.295 0.000 ETA ON GEND -0.107 0.025 -4.269 0.000 P201 -0.300 0.066 -4.541 0.000 P301 0.121 0.061 2.002 0.045 P501 -0.025 0.051 -0.496 0.620 P601 0.184 0.057 3.231 0.001 P901 0.246 0.054 4.579 0.000 AGE 0.367 0.048 7.603 0.000 AGE_2 -0.220 0.036 -6.161 0.000 WJPV10 ON GEND 0.364 0.090 4.029 0.000 P601 -0.034 0.241 -0.142 0.887 WJPV12 ON P201 -0.307 0.138 -2.219 0.026 P501 -0.159 0.142 -1.121 0.262 P601 0.816 0.234 3.480 0.001 WJPV13 ON P501 0.212 0.083 2.574 0.010 AGE 0.016 0.092 0.171 0.865 AGE_2 -0.026 0.080 -0.323 0.747 WJPV14 ON GEND 0.333 0.066 5.028 0.000 P201 -0.104 0.093 -1.115 0.265 WJPV15 ON GEND 0.278 0.073 3.791 0.000 WJPV16 ON GEND -0.052 0.048 -1.087 0.277 P501 -0.195 0.089 -2.187 0.029 P901 0.518 0.102 5.083 0.000 AGE 0.302 0.079 3.847 0.000 AGE_2 -0.036 0.070 -0.522 0.602 WJPV17 ON P201 0.278 0.108 2.578 0.010 P601 -0.148 0.114 -1.298 0.194 P901 -0.354 0.106 -3.337 0.001 AGE 0.454 0.078 5.786 0.000 AGE_2 -0.202 0.065 -3.131 0.002 WJPV18 ON P901 0.132 0.082 1.614 0.106 WJPV19 ON GEND -0.268 0.046 -5.820 0.000 P501 -0.436 0.087 -5.035 0.000 P901 0.112 0.089 1.264 0.206 WJPV20 ON P201 -0.176 0.102 -1.723 0.085 P901 0.358 0.097 3.692 0.000 WJPV21 ON GEND 0.243 0.054 4.464 0.000 P601 0.162 0.091 1.772 0.076 WJPV22 ON GEND 0.304 0.047 6.504 0.000 P201 0.468 0.114 4.106 0.000 P301 -0.103 0.109 -0.945 0.344 P901 -0.280 0.100 -2.797 0.005 WJPV23 ON P501 -0.462 0.118 -3.905 0.000 P601 -0.154 0.162 -0.951 0.342 P901 0.321 0.121 2.661 0.008 AGE 0.611 0.128 4.774 0.000 AGE_2 -0.343 0.110 -3.111 0.002 WJPV24 ON GEND -0.094 0.050 -1.885 0.059 AGE 0.284 0.084 3.381 0.001 AGE_2 0.037 0.080 0.461 0.644 WJPV25 ON GEND -0.083 0.063 -1.313 0.189 AGE 0.223 0.106 2.103 0.035 AGE_2 -0.054 0.102 -0.533 0.594 WJPV26 ON GEND 0.315 0.155 2.030 0.042 P901 0.128 0.243 0.527 0.598 Intercepts ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.667 0.146 -25.163 0.000 WJPV12$1 -3.002 0.119 -25.156 0.000 WJPV13$1 -1.363 0.064 -21.230 0.000 WJPV14$1 -2.668 0.099 -27.017 0.000 WJPV15$1 -3.091 0.121 -25.534 0.000 WJPV16$1 -0.884 0.064 -13.845 0.000 WJPV17$1 -1.223 0.059 -20.614 0.000 WJPV18$1 -0.954 0.056 -17.149 0.000 WJPV19$1 -0.062 0.054 -1.155 0.248 WJPV20$1 0.535 0.056 9.502 0.000 WJPV21$1 0.774 0.061 12.725 0.000 WJPV22$1 0.682 0.052 13.018 0.000 WJPV23$1 1.596 0.096 16.631 0.000 WJPV24$1 1.186 0.068 17.420 0.000 WJPV25$1 2.137 0.103 20.839 0.000 WJPV26$1 3.688 0.158 23.292 0.000 WJPV27$1 3.899 0.188 20.776 0.000 Residual Variances ETA 999.000 0.000 999.000 999.000 New/Additional Parameters V2 0.152 0.083 1.833 0.067 V4 0.165 0.072 2.288 0.022 V5 -0.069 0.096 -0.714 0.475 V6 -0.363 0.096 -3.767 0.000 L1_0 1.076 0.103 10.434 0.000 L1_5 -0.118 0.166 -0.709 0.478 L3_0 0.658 0.070 9.334 0.000 L3_7 -0.286 0.075 -3.798 0.000 L3_8 -0.014 0.075 -0.182 0.856 L7_0 0.594 0.055 10.750 0.000 L7_5 -0.249 0.095 -2.613 0.009 L9_0 1.102 0.065 16.921 0.000 L9_4 0.228 0.123 1.846 0.065 L9_6 -0.439 0.125 -3.512 0.000 L10_0 1.237 0.072 17.167 0.000 L10_6 -0.260 0.134 -1.948 0.051 L11_0 1.332 0.077 17.353 0.000 L11_1 -0.203 0.074 -2.741 0.006 L12_0 0.971 0.063 15.358 0.000 L12_2 0.380 0.135 2.821 0.005 L12_3 -0.340 0.124 -2.745 0.006 L13_0 1.688 0.108 15.678 0.000 L13_5 -0.351 0.199 -1.764 0.078 L14_0 1.002 0.085 11.822 0.000 L14_7 -0.342 0.112 -3.043 0.002 L14_8 0.175 0.113 1.542 0.123 L16_0 1.253 0.125 9.982 0.000 L16_1 -0.278 0.124 -2.235 0.025 L16_6 -0.028 0.232 -0.122 0.903 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.325E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.047 Category 2 0.953 WJPV12 Category 1 0.104 Category 2 0.896 WJPV13 Category 1 0.233 Category 2 0.767 WJPV14 Category 1 0.110 Category 2 0.890 WJPV15 Category 1 0.088 Category 2 0.912 WJPV16 Category 1 0.372 Category 2 0.628 WJPV17 Category 1 0.283 Category 2 0.717 WJPV18 Category 1 0.341 Category 2 0.659 WJPV19 Category 1 0.510 Category 2 0.490 WJPV20 Category 1 0.637 Category 2 0.363 WJPV21 Category 1 0.673 Category 2 0.327 WJPV22 Category 1 0.671 Category 2 0.329 WJPV23 Category 1 0.790 Category 2 0.210 WJPV24 Category 1 0.750 Category 2 0.250 WJPV25 Category 1 0.851 Category 2 0.149 WJPV26 Category 1 0.955 Category 2 0.045 WJPV27 Category 1 0.958 Category 2 0.042 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV10 ON GEND 1.439 0.130 1.206 1.718 P601 0.966 0.233 0.603 1.549 WJPV12 ON P201 0.736 0.102 0.561 0.965 P501 0.853 0.121 0.645 1.127 P601 2.261 0.530 1.428 3.579 WJPV13 ON P501 1.237 0.102 1.052 1.454 AGE 1.016 0.093 0.849 1.216 AGE_2 0.975 0.078 0.833 1.140 WJPV14 ON GEND 1.396 0.093 1.226 1.590 P201 0.901 0.084 0.750 1.082 WJPV15 ON GEND 1.320 0.097 1.143 1.524 WJPV16 ON GEND 0.950 0.045 0.865 1.042 P501 0.822 0.073 0.690 0.980 P901 1.679 0.171 1.375 2.050 AGE 1.353 0.106 1.160 1.578 AGE_2 0.964 0.067 0.841 1.105 WJPV17 ON P201 1.321 0.143 1.069 1.632 P601 0.862 0.098 0.689 1.079 P901 0.702 0.074 0.570 0.864 AGE 1.574 0.123 1.350 1.835 AGE_2 0.817 0.053 0.720 0.927 WJPV18 ON P901 1.141 0.093 0.972 1.339 WJPV19 ON GEND 0.765 0.035 0.699 0.837 P501 0.647 0.056 0.546 0.766 P901 1.119 0.099 0.940 1.332 WJPV20 ON P201 0.838 0.086 0.686 1.025 P901 1.430 0.139 1.183 1.730 WJPV21 ON GEND 1.275 0.069 1.146 1.418 P601 1.175 0.107 0.983 1.405 WJPV22 ON GEND 1.355 0.063 1.237 1.485 P201 1.598 0.182 1.277 1.998 P301 0.902 0.099 0.728 1.117 P901 0.756 0.076 0.621 0.920 WJPV23 ON P501 0.630 0.075 0.500 0.794 P601 0.858 0.139 0.625 1.177 P901 1.379 0.166 1.088 1.747 AGE 1.842 0.236 1.433 2.367 AGE_2 0.710 0.078 0.572 0.881 WJPV24 ON GEND 0.911 0.045 0.826 1.004 AGE 1.329 0.112 1.127 1.567 AGE_2 1.038 0.083 0.886 1.215 WJPV25 ON GEND 0.920 0.058 0.812 1.042 AGE 1.249 0.132 1.015 1.538 AGE_2 0.947 0.096 0.776 1.156 WJPV26 ON GEND 1.371 0.213 1.011 1.858 P901 1.136 0.276 0.706 1.830 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 73 74 75 76 77 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 78 79 80 81 82 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 83 84 85 86 87 TAU WJPV26$1 WJPV27$1 ________ ________ 88 89 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 1 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 ALPHA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0 0 0 0 0 BETA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 10 0 0 0 0 WJPV12 13 0 0 0 0 WJPV13 17 0 0 0 0 WJPV14 21 0 0 0 0 WJPV15 24 0 0 0 0 WJPV16 26 0 0 0 0 WJPV17 32 0 0 0 0 WJPV18 38 0 0 0 0 WJPV19 40 0 0 0 0 WJPV20 44 0 0 0 0 WJPV21 47 0 0 0 0 WJPV22 50 0 0 0 0 WJPV23 55 0 0 0 0 WJPV24 61 0 0 0 0 WJPV25 65 0 0 0 0 WJPV26 69 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0 0 2 3 4 WJPV10 0 0 11 0 0 WJPV12 0 0 0 14 0 WJPV13 0 0 0 0 0 WJPV14 0 0 22 23 0 WJPV15 0 0 25 0 0 WJPV16 0 0 27 0 0 WJPV17 0 0 0 33 0 WJPV18 0 0 0 0 0 WJPV19 0 0 41 0 0 WJPV20 0 0 0 45 0 WJPV21 0 0 48 0 0 WJPV22 0 0 51 52 53 WJPV23 0 0 0 0 0 WJPV24 0 0 62 0 0 WJPV25 0 0 66 0 0 WJPV26 0 0 70 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 5 6 7 8 9 WJPV10 0 12 0 0 0 WJPV12 15 16 0 0 0 WJPV13 18 0 0 19 20 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 28 0 29 30 31 WJPV17 0 34 35 36 37 WJPV18 0 0 39 0 0 WJPV19 42 0 43 0 0 WJPV20 0 0 46 0 0 WJPV21 0 49 0 0 0 WJPV22 0 0 54 0 0 WJPV23 56 57 58 59 60 WJPV24 0 0 0 63 64 WJPV25 0 0 0 67 68 WJPV26 0 0 71 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 72 WJPV10 0 0 WJPV12 0 0 0 WJPV13 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ WJPV15 0 WJPV16 0 0 WJPV17 0 0 0 WJPV18 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ WJPV20 0 WJPV21 0 0 WJPV22 0 0 0 WJPV23 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV25 0 WJPV26 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P501 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0 P601 0 0 P901 0 0 0 AGE 0 0 0 0 AGE_2 0 0 0 0 0 PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS V2 V4 V5 V6 L1_0 ________ ________ ________ ________ ________ 90 91 92 93 94 NEW/ADDITIONAL PARAMETERS L1_5 L3_0 L3_7 L3_8 L7_0 ________ ________ ________ ________ ________ 95 96 97 98 99 NEW/ADDITIONAL PARAMETERS L7_5 L9_0 L9_4 L9_6 L10_0 ________ ________ ________ ________ ________ 100 101 102 103 104 NEW/ADDITIONAL PARAMETERS L10_6 L11_0 L11_1 L12_0 L12_2 ________ ________ ________ ________ ________ 105 106 107 108 109 NEW/ADDITIONAL PARAMETERS L12_3 L13_0 L13_5 L14_0 L14_7 ________ ________ ________ ________ ________ 110 111 112 113 114 NEW/ADDITIONAL PARAMETERS L14_8 L16_0 L16_1 L16_6 ________ ________ ________ ________ 115 116 117 118 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -2.811 -2.030 -1.038 -1.989 -2.189 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.510 -0.874 -0.637 0.093 0.521 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.673 0.705 1.237 1.050 1.624 TAU WJPV26$1 WJPV27$1 ________ ________ 3.048 2.906 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ WJPV10 0.000 1.000 0.000 0.000 0.000 WJPV12 0.000 0.000 1.000 0.000 0.000 WJPV13 0.000 0.000 0.000 1.000 0.000 WJPV14 0.000 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 0.000 1.000 0.000 0.000 0.000 WJPV17 0.000 0.000 1.000 0.000 0.000 WJPV18 0.000 0.000 0.000 1.000 0.000 WJPV19 0.000 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 0.000 1.000 0.000 0.000 0.000 WJPV22 0.000 0.000 1.000 0.000 0.000 WJPV23 0.000 0.000 0.000 1.000 0.000 WJPV24 0.000 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 0.000 1.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 1.000 0.000 0.000 P201 0.000 0.000 0.000 1.000 0.000 P301 0.000 0.000 0.000 0.000 1.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 LAMBDA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 1.000 0.000 0.000 0.000 0.000 P601 0.000 1.000 0.000 0.000 0.000 P901 0.000 0.000 1.000 0.000 0.000 AGE 0.000 0.000 0.000 1.000 0.000 AGE_2 0.000 0.000 0.000 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0.000 WJPV12 0.000 0.000 WJPV13 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0.000 WJPV17 0.000 0.000 WJPV18 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0.000 WJPV22 0.000 0.000 WJPV23 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 THETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.000 P601 0.000 0.000 P901 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 BETA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 1.000 0.000 0.000 0.000 0.000 WJPV12 1.000 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 1.000 0.000 0.000 0.000 0.000 WJPV17 1.000 0.000 0.000 0.000 0.000 WJPV18 1.000 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 1.000 0.000 0.000 0.000 0.000 WJPV23 1.000 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 WJPV25 1.000 0.000 0.000 0.000 0.000 WJPV26 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 BETA P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0.050 WJPV10 0.000 1.000 WJPV12 0.000 0.000 1.000 WJPV13 0.000 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 ________ ________ ________ ________ ________ WJPV15 1.000 WJPV16 0.000 1.000 WJPV17 0.000 0.000 1.000 WJPV18 0.000 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 ________ ________ ________ ________ ________ WJPV20 1.000 WJPV21 0.000 1.000 WJPV22 0.000 0.000 1.000 WJPV23 0.000 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 0.000 1.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI WJPV25 WJPV26 GEND P201 P301 ________ ________ ________ ________ ________ WJPV25 1.000 WJPV26 0.000 1.000 GEND 0.000 0.000 0.499 P201 0.000 0.000 0.000 0.184 P301 0.000 0.000 0.000 0.000 0.151 P501 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 PSI P501 P601 P901 AGE AGE_2 ________ ________ ________ ________ ________ P501 0.216 P601 0.000 0.163 P901 0.000 0.000 0.185 AGE 0.000 0.000 0.000 0.272 AGE_2 0.000 0.000 0.000 0.000 0.244 STARTING VALUES FOR THE ADDITIONAL PARAMETERS NEW/ADDITIONAL PARAMETERS V2 V4 V5 V6 L1_0 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 1.000 NEW/ADDITIONAL PARAMETERS L1_5 L3_0 L3_7 L3_8 L7_0 ________ ________ ________ ________ ________ 0.000 1.000 0.000 0.000 1.000 NEW/ADDITIONAL PARAMETERS L7_5 L9_0 L9_4 L9_6 L10_0 ________ ________ ________ ________ ________ 0.000 1.000 0.000 0.000 1.000 NEW/ADDITIONAL PARAMETERS L10_6 L11_0 L11_1 L12_0 L12_2 ________ ________ ________ ________ ________ 0.000 1.000 0.000 1.000 0.000 NEW/ADDITIONAL PARAMETERS L12_3 L13_0 L13_5 L14_0 L14_7 ________ ________ ________ ________ ________ 0.000 1.000 0.000 1.000 0.000 NEW/ADDITIONAL PARAMETERS L14_8 L16_0 L16_1 L16_6 ________ ________ ________ ________ 0.000 1.000 0.000 0.000 Beginning Time: 15:06:05 Ending Time: 16:43:10 Elapsed Time: 01:37:05 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 03/27/2023 5:40 PM INPUT INSTRUCTIONS TITLE: Final Model to Get Scoring Parameters DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/calibration.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P501 P601 P901 AGE P301 AGE_2; AUXILIARY= ID2 WAVE2 ; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= P501 P901 AGE ; ANALYSIS: ESTIMATOR=ML;ALGORITHM=INTEGRATION;INTEGRATION=MONTECARLO;PROCESSORS=4; MODEL: [ETA@0];ETA*(veta); ETA BY WJPV10*(l_1); ETA BY WJPV12*(l_2); ETA BY WJPV13*(l_3); ETA BY WJPV14*(l_4); ETA BY WJPV15*(l_5); ETA BY WJPV16*(l_6); ETA BY WJPV17*(l_7); ETA BY WJPV18*(l_8); ETA BY WJPV19*(l_9); ETA BY WJPV20*(l_10); ETA BY WJPV21*(l_11); ETA BY WJPV22*(l_12); ETA BY WJPV23*(l_13); ETA BY WJPV24*(l_14); ETA BY WJPV25*(l_15); ETA BY WJPV26*(l_16); ETA BY WJPV27*(l_17); ETA ON GEND; ETA ON P201; ETA ON P301; ETA ON P601; ETA ON P901; ETA ON AGE; ETA ON AGE_2; WJPV10 on GEND; WJPV12 on P601; WJPV13 on AGE; WJPV14 on GEND; WJPV15 on GEND; WJPV16 on P901 AGE; WJPV17 on P901 AGE; ! WJPV19 on GEND P501 P901; WJPV20 on P901; WJPV21 on GEND; WJPV22 on GEND P201; WJPV23 on P501 AGE; WJPV24 on AGE; ! ! ! MODEL CONSTRAINT: new( V4*0 V6*0 ! ! ! ! ! l3_0*1 l3_7*0 ! ! ! ! ! ! ! ! ! ! l9_0*1 l9_6*0 ! ! ! ! ! ! ! ! l14_0*1 l14_7*0 ! ! ! ! ! ! ); veta=1*exp( v4*P501+ v6*P901+ 0); ! !; ! !; l_3=l3_0 +l3_7*AGE; ! !; ! !; ! !; ! !; ! !; l_9=l9_0 +l9_6*P901; ! !; ! !; ! !; ! !; l_14=l14_0 +l14_7*AGE; ! !; ! !; ! !; *** WARNING Data set contains cases with missing on x-variables. These cases were not included in the analysis. Number of cases with missing on x-variables: 81 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Final Model to Get Scoring Parameters SUMMARY OF ANALYSIS Number of groups 1 Number of observations 3067 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P501 P601 P901 AGE P301 AGE_2 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Estimator ML Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/calibration.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.057 174.000 Category 2 0.943 2893.000 WJPV12 Category 1 0.116 356.000 Category 2 0.884 2711.000 WJPV13 Category 1 0.261 802.000 Category 2 0.739 2265.000 WJPV14 Category 1 0.120 369.000 Category 2 0.880 2698.000 WJPV15 Category 1 0.101 309.000 Category 2 0.899 2758.000 WJPV16 Category 1 0.375 1151.000 Category 2 0.625 1916.000 WJPV17 Category 1 0.294 903.000 Category 2 0.706 2164.000 WJPV18 Category 1 0.346 1061.000 Category 2 0.654 2006.000 WJPV19 Category 1 0.523 1605.000 Category 2 0.477 1462.000 WJPV20 Category 1 0.627 1924.000 Category 2 0.373 1143.000 WJPV21 Category 1 0.662 2031.000 Category 2 0.338 1036.000 WJPV22 Category 1 0.669 2053.000 Category 2 0.331 1014.000 WJPV23 Category 1 0.775 2377.000 Category 2 0.225 690.000 WJPV24 Category 1 0.741 2272.000 Category 2 0.259 795.000 WJPV25 Category 1 0.835 2562.000 Category 2 0.165 505.000 WJPV26 Category 1 0.955 2928.000 Category 2 0.045 139.000 WJPV27 Category 1 0.948 2908.000 Category 2 0.052 159.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND -0.037 0.074 -1.000 51.84% -1.000 -1.000 -1.000 3067.000 0.999 -1.995 1.000 48.16% 1.000 1.000 P201 -0.038 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.368 -0.293 1.000 16.60% 0.000 0.000 P501 0.025 -0.026 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.432 -0.687 1.000 22.89% 0.000 1.000 P601 -0.076 -0.007 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.325 0.016 1.000 12.75% 0.000 0.000 P901 -0.037 0.018 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.369 -0.298 1.000 16.66% 0.000 0.000 AGE -0.031 0.086 -1.813 0.03% -0.743 -0.198 0.007 3067.000 0.545 -0.345 2.827 0.03% 0.174 0.607 P301 -0.097 -0.050 -1.000 20.38% -1.000 0.000 0.000 3067.000 0.302 0.195 1.000 10.73% 0.000 0.000 AGE_2 0.546 2.494 0.000 2.71% 0.034 0.161 0.284 3067.000 0.489 10.824 7.994 0.03% 0.458 0.917 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 65 Loglikelihood H0 Value -22535.114 Information Criteria Akaike (AIC) 45200.229 Bayesian (BIC) 45592.078 Sample-Size Adjusted BIC 45385.547 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.086 0.093 11.687 0.000 WJPV12 1.253 0.087 14.383 0.000 WJPV13 999.000 0.000 999.000 999.000 WJPV14 1.036 0.075 13.829 0.000 WJPV15 1.213 0.086 14.107 0.000 WJPV16 1.067 0.065 16.298 0.000 WJPV17 0.609 0.052 11.729 0.000 WJPV18 1.030 0.059 17.387 0.000 WJPV19 999.000 0.000 999.000 999.000 WJPV20 1.247 0.070 17.738 0.000 WJPV21 1.310 0.073 18.022 0.000 WJPV22 0.881 0.056 15.834 0.000 WJPV23 1.720 0.106 16.225 0.000 WJPV24 999.000 0.000 999.000 999.000 WJPV25 1.531 0.096 15.886 0.000 WJPV26 1.230 0.119 10.372 0.000 WJPV27 1.612 0.142 11.343 0.000 ETA ON GEND -0.124 0.023 -5.403 0.000 P201 -0.306 0.058 -5.262 0.000 P301 0.112 0.060 1.876 0.061 P601 0.173 0.056 3.098 0.002 P901 0.294 0.048 6.072 0.000 AGE 0.385 0.044 8.784 0.000 AGE_2 -0.254 0.033 -7.614 0.000 WJPV10 ON GEND 0.370 0.089 4.141 0.000 WJPV12 ON P601 0.271 0.122 2.218 0.027 WJPV13 ON AGE 0.063 0.079 0.793 0.428 WJPV14 ON GEND 0.341 0.065 5.242 0.000 WJPV15 ON GEND 0.284 0.072 3.966 0.000 WJPV16 ON P901 0.369 0.087 4.221 0.000 AGE 0.219 0.072 3.030 0.002 WJPV17 ON P901 -0.120 0.080 -1.495 0.135 AGE 0.359 0.069 5.178 0.000 WJPV19 ON GEND -0.247 0.045 -5.547 0.000 P501 -0.434 0.083 -5.205 0.000 P901 0.001 0.084 0.011 0.991 WJPV20 ON P901 0.183 0.080 2.286 0.022 WJPV21 ON GEND 0.220 0.049 4.480 0.000 WJPV22 ON GEND 0.301 0.045 6.740 0.000 P201 0.181 0.078 2.320 0.020 WJPV23 ON P501 -0.392 0.107 -3.655 0.000 AGE 0.423 0.100 4.224 0.000 WJPV24 ON AGE 0.274 0.073 3.736 0.000 Intercepts ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.682 0.147 -25.101 0.000 WJPV12$1 -2.977 0.116 -25.748 0.000 WJPV13$1 -1.374 0.056 -24.690 0.000 WJPV14$1 -2.666 0.097 -27.468 0.000 WJPV15$1 -3.083 0.119 -25.955 0.000 WJPV16$1 -0.869 0.056 -15.480 0.000 WJPV17$1 -1.099 0.050 -22.179 0.000 WJPV18$1 -0.972 0.055 -17.515 0.000 WJPV19$1 -0.096 0.054 -1.777 0.076 WJPV20$1 0.528 0.055 9.678 0.000 WJPV21$1 0.731 0.057 12.753 0.000 WJPV22$1 0.697 0.048 14.505 0.000 WJPV23$1 1.726 0.086 19.976 0.000 WJPV24$1 1.157 0.058 19.963 0.000 WJPV25$1 2.135 0.092 23.314 0.000 WJPV26$1 3.617 0.148 24.449 0.000 WJPV27$1 3.851 0.182 21.158 0.000 Residual Variances ETA 999.000 0.000 999.000 999.000 New/Additional Parameters V4 0.211 0.065 3.227 0.001 V6 -0.394 0.079 -4.968 0.000 L3_0 0.641 0.056 11.434 0.000 L3_7 -0.303 0.069 -4.412 0.000 L9_0 1.112 0.064 17.324 0.000 L9_6 -0.284 0.114 -2.487 0.013 L14_0 1.051 0.069 15.185 0.000 L14_7 -0.246 0.091 -2.694 0.007 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.144E-03 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.048 Category 2 0.952 WJPV12 Category 1 0.103 Category 2 0.897 WJPV13 Category 1 0.228 Category 2 0.772 WJPV14 Category 1 0.109 Category 2 0.891 WJPV15 Category 1 0.088 Category 2 0.912 WJPV16 Category 1 0.371 Category 2 0.629 WJPV17 Category 1 0.291 Category 2 0.709 WJPV18 Category 1 0.340 Category 2 0.660 WJPV19 Category 1 0.510 Category 2 0.490 WJPV20 Category 1 0.637 Category 2 0.363 WJPV21 Category 1 0.674 Category 2 0.326 WJPV22 Category 1 0.677 Category 2 0.323 WJPV23 Category 1 0.794 Category 2 0.206 WJPV24 Category 1 0.749 Category 2 0.251 WJPV25 Category 1 0.853 Category 2 0.147 WJPV26 Category 1 0.962 Category 2 0.038 WJPV27 Category 1 0.959 Category 2 0.041 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV10 ON GEND 1.448 0.129 1.215 1.724 WJPV12 ON P601 1.312 0.160 1.032 1.667 WJPV13 ON AGE 1.065 0.084 0.912 1.243 WJPV14 ON GEND 1.407 0.092 1.238 1.598 WJPV15 ON GEND 1.329 0.095 1.155 1.530 WJPV16 ON P901 1.446 0.126 1.218 1.716 AGE 1.245 0.090 1.081 1.435 WJPV17 ON P901 0.887 0.071 0.757 1.038 AGE 1.431 0.099 1.250 1.640 WJPV19 ON GEND 0.781 0.035 0.716 0.852 P501 0.648 0.054 0.550 0.763 P901 1.001 0.084 0.849 1.180 WJPV20 ON P901 1.201 0.096 1.027 1.406 WJPV21 ON GEND 1.246 0.061 1.132 1.372 WJPV22 ON GEND 1.351 0.060 1.238 1.475 P201 1.198 0.093 1.028 1.395 WJPV23 ON P501 0.676 0.072 0.547 0.834 AGE 1.527 0.153 1.255 1.859 WJPV24 ON AGE 1.315 0.097 1.139 1.519 Beginning Time: 17:40:21 Ending Time: 18:02:23 Elapsed Time: 00:22:02 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen Mplus VERSION 8.8 (Mac) MUTHEN & MUTHEN 04/06/2023 3:04 PM INPUT INSTRUCTIONS TITLE: Scoring Model DATA: FILE = "/Users/willavandijk/Desktop/MNLFA_V1/full.txt"; VARIABLE: NAMES = ID ID2 WAVE2 WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P501 P601 P901 AGE AGE_2; MISSING=.; ! ! USEVARIABLES= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 GEND P201 P301 P601 P901 AGE AGE_2 P501; AUXILIARY=ID2 WAVE2; CLUSTER = ID; CATEGORICAL= WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 ; ! CONSTRAINT= P501 P901 AGE ; ANALYSIS: ESTIMATOR=ML; ALGORITHM=INTEGRATION; INTEGRATION=MONTECARLO; PROCESSORS=4; TYPE = COMPLEX; MODEL: [ETA@0];ETA*(veta); ETA BY WJPV10 @1.086; ETA BY WJPV12 @1.253; ETA BY WJPV13*(l_3); ETA BY WJPV14 @1.036; ETA BY WJPV15 @1.213; ETA BY WJPV16 @1.067; ETA BY WJPV17 @0.609; ETA BY WJPV18 @1.03; ETA BY WJPV19*(l_9); ETA BY WJPV20 @1.247; ETA BY WJPV21 @1.31; ETA BY WJPV22 @0.881; ETA BY WJPV23 @1.72; ETA BY WJPV24*(l_14); ETA BY WJPV25 @1.531; ETA BY WJPV26 @1.23; ETA BY WJPV27 @1.612; ETA ON GEND@-0.124; ETA ON P201@-0.306; ETA ON P301@0.112; ETA ON P601@0.173; ETA ON P901@0.294; ETA ON AGE@0.385; ETA ON AGE_2@-0.254; WJPV10 ON GEND@0.37; WJPV12 ON P601@0.271; WJPV13 ON AGE@0.063; WJPV14 ON GEND@0.341; WJPV15 ON GEND@0.284; WJPV16 ON P901@0.369; WJPV16 ON AGE@0.219; WJPV17 ON P901@-0.12; WJPV17 ON AGE@0.359; WJPV19 ON GEND@-0.247; WJPV19 ON P501@-0.434; WJPV19 ON P901@0.001; WJPV20 ON P901@0.183; WJPV21 ON GEND@0.22; WJPV22 ON GEND@0.301; WJPV22 ON P201@0.181; WJPV23 ON P501@-0.392; WJPV23 ON AGE@0.423; WJPV24 ON AGE@0.274; [WJPV10$1@-3.682]; [WJPV12$1@-2.977]; [WJPV13$1@-1.374]; [WJPV14$1@-2.666]; [WJPV15$1@-3.083]; [WJPV16$1@-0.869]; [WJPV17$1@-1.099]; [WJPV18$1@-0.972]; [WJPV19$1@-0.096]; [WJPV20$1@0.528]; [WJPV21$1@0.731]; [WJPV22$1@0.697]; [WJPV23$1@1.726]; [WJPV24$1@1.157]; [WJPV25$1@2.135]; [WJPV26$1@3.617]; [WJPV27$1@3.851]; MODEL CONSTRAINT: veta=1*exp(0.211*P501+ -0.394*P901 0); ! !; ! !; l_3=0.641 -0.303*AGE; ! !; ! !; ! !; ! !; ! !; l_9=1.112 -0.284*P901; ! !; ! !; ! !; ! !; l_14=1.051 -0.246*AGE; ! !; ! !; ! !; OUTPUT: tech1; SAVEDATA: SAVE=FSCORES; FILE=scores.dat; *** WARNING in ANALYSIS command Estimator ML is only allowed with TYPE=COMPLEX and replicate weights. Default estimator will be used. 1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS Scoring Model SUMMARY OF ANALYSIS Number of groups 1 Number of observations 8578 Number of dependent variables 17 Number of independent variables 8 Number of continuous latent variables 1 Observed dependent variables Binary and ordered categorical (ordinal) WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 WJPV26 WJPV27 Observed independent variables GEND P201 P301 P601 P901 AGE AGE_2 P501 Observed auxiliary variables ID2 WAVE2 Continuous latent variables ETA Variables with special functions Cluster variable ID Estimator MLR Information matrix OBSERVED Optimization Specifications for the Quasi-Newton Algorithm for Continuous Outcomes Maximum number of iterations 100 Convergence criterion 0.100D-05 Optimization Specifications for the EM Algorithm Maximum number of iterations 500 Convergence criteria Loglikelihood change 0.100D-02 Relative loglikelihood change 0.100D-05 Derivative 0.100D-02 Optimization Specifications for the M step of the EM Algorithm for Categorical Latent variables Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Optimization Specifications for the M step of the EM Algorithm for Censored, Binary or Ordered Categorical (Ordinal), Unordered Categorical (Nominal) and Count Outcomes Number of M step iterations 1 M step convergence criterion 0.100D-02 Basis for M step termination ITERATION Maximum value for logit thresholds 15 Minimum value for logit thresholds -15 Minimum expected cell size for chi-square 0.100D-01 Maximum number of iterations for H1 2000 Convergence criterion for H1 0.100D-03 Optimization algorithm EMA Integration Specifications Type MONTECARLO Number of integration points 1000 Dimensions of numerical integration 1 Adaptive quadrature ON Monte Carlo integration seed 0 Link LOGIT Cholesky ON Input data file(s) /Users/willavandijk/Desktop/MNLFA_V1/full.txt Input data format FREE SUMMARY OF DATA Number of missing data patterns 1 Number of y missing data patterns 0 Number of u missing data patterns 1 Number of clusters 3149 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES WJPV10 Category 1 0.060 512.000 Category 2 0.940 8066.000 WJPV12 Category 1 0.057 491.000 Category 2 0.943 8087.000 WJPV13 Category 1 0.061 520.000 Category 2 0.939 8058.000 WJPV14 Category 1 0.061 522.000 Category 2 0.939 8056.000 WJPV15 Category 1 0.081 694.000 Category 2 0.919 7884.000 WJPV16 Category 1 0.149 1279.000 Category 2 0.851 7299.000 WJPV17 Category 1 0.157 1351.000 Category 2 0.843 7227.000 WJPV18 Category 1 0.113 967.000 Category 2 0.887 7611.000 WJPV19 Category 1 0.206 1769.000 Category 2 0.794 6809.000 WJPV20 Category 1 0.208 1786.000 Category 2 0.792 6792.000 WJPV21 Category 1 0.273 2345.000 Category 2 0.727 6233.000 WJPV22 Category 1 0.234 2004.000 Category 2 0.766 6574.000 WJPV23 Category 1 0.313 2684.000 Category 2 0.687 5894.000 WJPV24 Category 1 0.343 2943.000 Category 2 0.657 5635.000 WJPV25 Category 1 0.379 3251.000 Category 2 0.621 5327.000 WJPV26 Category 1 0.420 3603.000 Category 2 0.580 4975.000 WJPV27 Category 1 0.354 3038.000 Category 2 0.646 5540.000 UNIVARIATE SAMPLE STATISTICS UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS Variable/ Mean/ Skewness/ Minimum/ % with Percentiles Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median GEND 0.531 -0.123 0.000 46.93% 0.000 0.000 1.000 8578.000 0.249 -1.985 1.000 53.07% 1.000 1.000 P201 0.547 -0.190 0.000 45.27% 0.000 0.000 1.000 8578.000 0.248 -1.964 1.000 54.73% 1.000 1.000 P301 0.506 -0.022 0.000 49.44% 0.000 0.000 1.000 8578.000 0.250 -1.999 1.000 50.56% 1.000 1.000 P601 0.460 0.161 0.000 54.02% 0.000 0.000 0.000 8578.000 0.248 -1.974 1.000 45.98% 1.000 1.000 P901 0.424 0.309 0.000 57.62% 0.000 0.000 0.000 8578.000 0.244 -1.905 1.000 42.38% 1.000 1.000 AGE 0.408 0.376 0.000 59.24% 0.000 0.000 0.000 8578.000 0.241 -1.858 1.000 40.76% 1.000 1.000 AGE_2 0.371 0.533 0.000 62.87% 0.000 0.000 0.000 8578.000 0.233 -1.716 1.000 37.13% 0.000 1.000 P501 0.472 0.110 0.000 52.75% 0.000 0.000 0.000 8578.000 0.249 -1.988 1.000 47.25% 1.000 1.000 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 0 Loglikelihood H0 Value -52078.801 Information Criteria Akaike (AIC) 104157.601 Bayesian (BIC) 104157.601 Sample-Size Adjusted BIC 104157.601 (n* = (n + 2) / 24) MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value ETA BY WJPV10 1.086 0.000 999.000 999.000 WJPV12 1.253 0.000 999.000 999.000 WJPV13 999.000 0.000 999.000 999.000 WJPV14 1.036 0.000 999.000 999.000 WJPV15 1.213 0.000 999.000 999.000 WJPV16 1.067 0.000 999.000 999.000 WJPV17 0.609 0.000 999.000 999.000 WJPV18 1.030 0.000 999.000 999.000 WJPV19 999.000 0.000 999.000 999.000 WJPV20 1.247 0.000 999.000 999.000 WJPV21 1.310 0.000 999.000 999.000 WJPV22 0.881 0.000 999.000 999.000 WJPV23 1.720 0.000 999.000 999.000 WJPV24 999.000 0.000 999.000 999.000 WJPV25 1.531 0.000 999.000 999.000 WJPV26 1.230 0.000 999.000 999.000 WJPV27 1.612 0.000 999.000 999.000 ETA ON GEND -0.124 0.000 999.000 999.000 P201 -0.306 0.000 999.000 999.000 P301 0.112 0.000 999.000 999.000 P601 0.173 0.000 999.000 999.000 P901 0.294 0.000 999.000 999.000 AGE 0.385 0.000 999.000 999.000 AGE_2 -0.254 0.000 999.000 999.000 WJPV10 ON GEND 0.370 0.000 999.000 999.000 WJPV12 ON P601 0.271 0.000 999.000 999.000 WJPV13 ON AGE 0.063 0.000 999.000 999.000 WJPV14 ON GEND 0.341 0.000 999.000 999.000 WJPV15 ON GEND 0.284 0.000 999.000 999.000 WJPV16 ON P901 0.369 0.000 999.000 999.000 AGE 0.219 0.000 999.000 999.000 WJPV17 ON P901 -0.120 0.000 999.000 999.000 AGE 0.359 0.000 999.000 999.000 WJPV19 ON GEND -0.247 0.000 999.000 999.000 P501 -0.434 0.000 999.000 999.000 P901 0.001 0.000 999.000 999.000 WJPV20 ON P901 0.183 0.000 999.000 999.000 WJPV21 ON GEND 0.220 0.000 999.000 999.000 WJPV22 ON GEND 0.301 0.000 999.000 999.000 P201 0.181 0.000 999.000 999.000 WJPV23 ON P501 -0.392 0.000 999.000 999.000 AGE 0.423 0.000 999.000 999.000 WJPV24 ON AGE 0.274 0.000 999.000 999.000 Intercepts ETA 0.000 0.000 999.000 999.000 Thresholds WJPV10$1 -3.682 0.000 999.000 999.000 WJPV12$1 -2.977 0.000 999.000 999.000 WJPV13$1 -1.374 0.000 999.000 999.000 WJPV14$1 -2.666 0.000 999.000 999.000 WJPV15$1 -3.083 0.000 999.000 999.000 WJPV16$1 -0.869 0.000 999.000 999.000 WJPV17$1 -1.099 0.000 999.000 999.000 WJPV18$1 -0.972 0.000 999.000 999.000 WJPV19$1 -0.096 0.000 999.000 999.000 WJPV20$1 0.528 0.000 999.000 999.000 WJPV21$1 0.731 0.000 999.000 999.000 WJPV22$1 0.697 0.000 999.000 999.000 WJPV23$1 1.726 0.000 999.000 999.000 WJPV24$1 1.157 0.000 999.000 999.000 WJPV25$1 2.135 0.000 999.000 999.000 WJPV26$1 3.617 0.000 999.000 999.000 WJPV27$1 3.851 0.000 999.000 999.000 Residual Variances ETA 999.000 0.000 999.000 999.000 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.100E+01 (ratio of smallest to largest eigenvalue) RESULTS IN PROBABILITY SCALE Estimate WJPV10 Category 1 0.045 Category 2 0.955 WJPV12 Category 1 0.096 Category 2 0.904 WJPV13 Category 1 0.220 Category 2 0.780 WJPV14 Category 1 0.096 Category 2 0.904 WJPV15 Category 1 0.084 Category 2 0.916 WJPV16 Category 1 0.297 Category 2 0.703 WJPV17 Category 1 0.252 Category 2 0.748 WJPV18 Category 1 0.314 Category 2 0.686 WJPV19 Category 1 0.533 Category 2 0.467 WJPV20 Category 1 0.556 Category 2 0.444 WJPV21 Category 1 0.580 Category 2 0.420 WJPV22 Category 1 0.569 Category 2 0.431 WJPV23 Category 1 0.706 Category 2 0.294 WJPV24 Category 1 0.665 Category 2 0.335 WJPV25 Category 1 0.770 Category 2 0.230 WJPV26 Category 1 0.925 Category 2 0.075 WJPV27 Category 1 0.906 Category 2 0.094 LOGISTIC REGRESSION ODDS RATIO RESULTS 95% C.I. Estimate S.E. Lower 2.5% Upper 2.5% WJPV10 ON GEND 1.448 0.000 1.448 1.448 WJPV12 ON P601 1.311 0.000 1.311 1.311 WJPV13 ON AGE 1.065 0.000 1.065 1.065 WJPV14 ON GEND 1.406 0.000 1.406 1.406 WJPV15 ON GEND 1.328 0.000 1.328 1.328 WJPV16 ON P901 1.446 0.000 1.446 1.446 AGE 1.245 0.000 1.245 1.245 WJPV17 ON P901 0.887 0.000 0.887 0.887 AGE 1.432 0.000 1.432 1.432 WJPV19 ON GEND 0.781 0.000 0.781 0.781 P501 0.648 0.000 0.648 0.648 P901 1.001 0.000 1.001 1.001 WJPV20 ON P901 1.201 0.000 1.201 1.201 WJPV21 ON GEND 1.246 0.000 1.246 1.246 WJPV22 ON GEND 1.351 0.000 1.351 1.351 P201 1.198 0.000 1.198 1.198 WJPV23 ON P501 0.676 0.000 0.676 0.676 AGE 1.527 0.000 1.527 1.527 WJPV24 ON AGE 1.315 0.000 1.315 1.315 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ 0 0 0 0 0 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ 0 0 0 0 0 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0 0 0 0 0 TAU WJPV26$1 WJPV27$1 ________ ________ 0 0 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0 0 0 0 0 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0 0 0 0 0 NU P601 P901 AGE AGE_2 P501 ________ ________ ________ ________ ________ 0 0 0 0 0 LAMBDA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 LAMBDA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 LAMBDA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 LAMBDA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 LAMBDA AGE_2 P501 ________ ________ WJPV10 0 0 WJPV12 0 0 WJPV13 0 0 WJPV14 0 0 WJPV15 0 0 WJPV16 0 0 WJPV17 0 0 WJPV18 0 0 WJPV19 0 0 WJPV20 0 0 WJPV21 0 0 WJPV22 0 0 WJPV23 0 0 WJPV24 0 0 WJPV25 0 0 WJPV26 0 0 WJPV27 0 0 GEND 0 0 P201 0 0 P301 0 0 P601 0 0 P901 0 0 AGE 0 0 AGE_2 0 0 P501 0 0 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0 WJPV12 0 0 WJPV13 0 0 0 WJPV14 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV18 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0 WJPV17 0 0 WJPV18 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 WJPV25 0 0 0 0 0 WJPV26 0 0 0 0 0 WJPV27 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 0 WJPV27 0 0 GEND 0 0 0 P201 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 THETA P601 P901 AGE AGE_2 P501 ________ ________ ________ ________ ________ P601 0 P901 0 0 AGE 0 0 0 AGE_2 0 0 0 0 P501 0 0 0 0 0 ALPHA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ 0 0 0 0 0 ALPHA AGE_2 P501 ________ ________ 0 0 BETA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 1 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV19 2 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 3 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 BETA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 BETA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 BETA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ ETA 0 0 0 0 0 WJPV10 0 0 0 0 0 WJPV12 0 0 0 0 0 WJPV13 0 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 BETA AGE_2 P501 ________ ________ ETA 0 0 WJPV10 0 0 WJPV12 0 0 WJPV13 0 0 WJPV14 0 0 WJPV15 0 0 WJPV16 0 0 WJPV17 0 0 WJPV19 0 0 WJPV20 0 0 WJPV21 0 0 WJPV22 0 0 WJPV23 0 0 WJPV24 0 0 GEND 0 0 P201 0 0 P301 0 0 P601 0 0 P901 0 0 AGE 0 0 AGE_2 0 0 P501 0 0 PSI ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 4 WJPV10 0 0 WJPV12 0 0 0 WJPV13 0 0 0 0 WJPV14 0 0 0 0 0 WJPV15 0 0 0 0 0 WJPV16 0 0 0 0 0 WJPV17 0 0 0 0 0 WJPV19 0 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 PSI WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV15 0 WJPV16 0 0 WJPV17 0 0 0 WJPV19 0 0 0 0 WJPV20 0 0 0 0 0 WJPV21 0 0 0 0 0 WJPV22 0 0 0 0 0 WJPV23 0 0 0 0 0 WJPV24 0 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 PSI WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ WJPV21 0 WJPV22 0 0 WJPV23 0 0 0 WJPV24 0 0 0 0 GEND 0 0 0 0 0 P201 0 0 0 0 0 P301 0 0 0 0 0 P601 0 0 0 0 0 P901 0 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 PSI P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ P201 0 P301 0 0 P601 0 0 0 P901 0 0 0 0 AGE 0 0 0 0 0 AGE_2 0 0 0 0 0 P501 0 0 0 0 0 PSI AGE_2 P501 ________ ________ AGE_2 0 P501 0 0 STARTING VALUES TAU WJPV10$1 WJPV12$1 WJPV13$1 WJPV14$1 WJPV15$1 ________ ________ ________ ________ ________ -3.682 -2.977 -1.374 -2.666 -3.083 TAU WJPV16$1 WJPV17$1 WJPV18$1 WJPV19$1 WJPV20$1 ________ ________ ________ ________ ________ -0.869 -1.099 -0.972 -0.096 0.528 TAU WJPV21$1 WJPV22$1 WJPV23$1 WJPV24$1 WJPV25$1 ________ ________ ________ ________ ________ 0.731 0.697 1.726 1.157 2.135 TAU WJPV26$1 WJPV27$1 ________ ________ 3.617 3.851 NU WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 NU P601 P901 AGE AGE_2 P501 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 LAMBDA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ WJPV10 0.000 1.000 0.000 0.000 0.000 WJPV12 0.000 0.000 1.000 0.000 0.000 WJPV13 0.000 0.000 0.000 1.000 0.000 WJPV14 0.000 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 1.030 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 1.531 0.000 0.000 0.000 0.000 WJPV26 1.230 0.000 0.000 0.000 0.000 WJPV27 1.612 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 LAMBDA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 1.000 0.000 0.000 0.000 0.000 WJPV16 0.000 1.000 0.000 0.000 0.000 WJPV17 0.000 0.000 1.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 1.000 0.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 LAMBDA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 1.000 0.000 0.000 0.000 0.000 WJPV22 0.000 1.000 0.000 0.000 0.000 WJPV23 0.000 0.000 1.000 0.000 0.000 WJPV24 0.000 0.000 0.000 1.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 1.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 LAMBDA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 1.000 0.000 0.000 0.000 0.000 P301 0.000 1.000 0.000 0.000 0.000 P601 0.000 0.000 1.000 0.000 0.000 P901 0.000 0.000 0.000 1.000 0.000 AGE 0.000 0.000 0.000 0.000 1.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 LAMBDA AGE_2 P501 ________ ________ WJPV10 0.000 0.000 WJPV12 0.000 0.000 WJPV13 0.000 0.000 WJPV14 0.000 0.000 WJPV15 0.000 0.000 WJPV16 0.000 0.000 WJPV17 0.000 0.000 WJPV18 0.000 0.000 WJPV19 0.000 0.000 WJPV20 0.000 0.000 WJPV21 0.000 0.000 WJPV22 0.000 0.000 WJPV23 0.000 0.000 WJPV24 0.000 0.000 WJPV25 0.000 0.000 WJPV26 0.000 0.000 WJPV27 0.000 0.000 GEND 0.000 0.000 P201 0.000 0.000 P301 0.000 0.000 P601 0.000 0.000 P901 0.000 0.000 AGE 0.000 0.000 AGE_2 1.000 0.000 P501 0.000 1.000 THETA WJPV10 WJPV12 WJPV13 WJPV14 WJPV15 ________ ________ ________ ________ ________ WJPV10 0.000 WJPV12 0.000 0.000 WJPV13 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV18 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 THETA WJPV16 WJPV17 WJPV18 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV16 0.000 WJPV17 0.000 0.000 WJPV18 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 0.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 THETA WJPV21 WJPV22 WJPV23 WJPV24 WJPV25 ________ ________ ________ ________ ________ WJPV21 0.000 WJPV22 0.000 0.000 WJPV23 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 WJPV25 0.000 0.000 0.000 0.000 1.000 WJPV26 0.000 0.000 0.000 0.000 0.000 WJPV27 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 THETA WJPV26 WJPV27 GEND P201 P301 ________ ________ ________ ________ ________ WJPV26 1.000 WJPV27 0.000 1.000 GEND 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 THETA P601 P901 AGE AGE_2 P501 ________ ________ ________ ________ ________ P601 0.000 P901 0.000 0.000 AGE 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 ALPHA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ 0.000 0.000 0.000 0.000 0.000 ALPHA AGE_2 P501 ________ ________ 0.000 0.000 BETA ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 1.086 0.000 0.000 0.000 0.000 WJPV12 1.253 0.000 0.000 0.000 0.000 WJPV13 1.000 0.000 0.000 0.000 0.000 WJPV14 1.036 0.000 0.000 0.000 0.000 WJPV15 1.213 0.000 0.000 0.000 0.000 WJPV16 1.067 0.000 0.000 0.000 0.000 WJPV17 0.609 0.000 0.000 0.000 0.000 WJPV19 1.000 0.000 0.000 0.000 0.000 WJPV20 1.247 0.000 0.000 0.000 0.000 WJPV21 1.310 0.000 0.000 0.000 0.000 WJPV22 0.881 0.000 0.000 0.000 0.000 WJPV23 1.720 0.000 0.000 0.000 0.000 WJPV24 1.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 BETA WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 0.000 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 BETA WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ ETA 0.000 0.000 0.000 0.000 -0.124 WJPV10 0.000 0.000 0.000 0.000 0.370 WJPV12 0.000 0.000 0.000 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.000 WJPV14 0.000 0.000 0.000 0.000 0.341 WJPV15 0.000 0.000 0.000 0.000 0.284 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 -0.247 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.220 WJPV22 0.000 0.000 0.000 0.000 0.301 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 BETA P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ ETA -0.306 0.112 0.173 0.294 0.385 WJPV10 0.000 0.000 0.000 0.000 0.000 WJPV12 0.000 0.000 0.271 0.000 0.000 WJPV13 0.000 0.000 0.000 0.000 0.063 WJPV14 0.000 0.000 0.000 0.000 0.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.369 0.219 WJPV17 0.000 0.000 0.000 -0.120 0.359 WJPV19 0.000 0.000 0.000 0.001 0.000 WJPV20 0.000 0.000 0.000 0.183 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.181 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.423 WJPV24 0.000 0.000 0.000 0.000 0.274 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 BETA AGE_2 P501 ________ ________ ETA -0.254 0.000 WJPV10 0.000 0.000 WJPV12 0.000 0.000 WJPV13 0.000 0.000 WJPV14 0.000 0.000 WJPV15 0.000 0.000 WJPV16 0.000 0.000 WJPV17 0.000 0.000 WJPV19 0.000 -0.434 WJPV20 0.000 0.000 WJPV21 0.000 0.000 WJPV22 0.000 0.000 WJPV23 0.000 -0.392 WJPV24 0.000 0.000 GEND 0.000 0.000 P201 0.000 0.000 P301 0.000 0.000 P601 0.000 0.000 P901 0.000 0.000 AGE 0.000 0.000 AGE_2 0.000 0.000 P501 0.000 0.000 PSI ETA WJPV10 WJPV12 WJPV13 WJPV14 ________ ________ ________ ________ ________ ETA 0.050 WJPV10 0.000 1.000 WJPV12 0.000 0.000 1.000 WJPV13 0.000 0.000 0.000 1.000 WJPV14 0.000 0.000 0.000 0.000 1.000 WJPV15 0.000 0.000 0.000 0.000 0.000 WJPV16 0.000 0.000 0.000 0.000 0.000 WJPV17 0.000 0.000 0.000 0.000 0.000 WJPV19 0.000 0.000 0.000 0.000 0.000 WJPV20 0.000 0.000 0.000 0.000 0.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 PSI WJPV15 WJPV16 WJPV17 WJPV19 WJPV20 ________ ________ ________ ________ ________ WJPV15 1.000 WJPV16 0.000 1.000 WJPV17 0.000 0.000 1.000 WJPV19 0.000 0.000 0.000 1.000 WJPV20 0.000 0.000 0.000 0.000 1.000 WJPV21 0.000 0.000 0.000 0.000 0.000 WJPV22 0.000 0.000 0.000 0.000 0.000 WJPV23 0.000 0.000 0.000 0.000 0.000 WJPV24 0.000 0.000 0.000 0.000 0.000 GEND 0.000 0.000 0.000 0.000 0.000 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 PSI WJPV21 WJPV22 WJPV23 WJPV24 GEND ________ ________ ________ ________ ________ WJPV21 1.000 WJPV22 0.000 1.000 WJPV23 0.000 0.000 1.000 WJPV24 0.000 0.000 0.000 1.000 GEND 0.000 0.000 0.000 0.000 0.125 P201 0.000 0.000 0.000 0.000 0.000 P301 0.000 0.000 0.000 0.000 0.000 P601 0.000 0.000 0.000 0.000 0.000 P901 0.000 0.000 0.000 0.000 0.000 AGE 0.000 0.000 0.000 0.000 0.000 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 PSI P201 P301 P601 P901 AGE ________ ________ ________ ________ ________ P201 0.124 P301 0.000 0.125 P601 0.000 0.000 0.124 P901 0.000 0.000 0.000 0.122 AGE 0.000 0.000 0.000 0.000 0.121 AGE_2 0.000 0.000 0.000 0.000 0.000 P501 0.000 0.000 0.000 0.000 0.000 PSI AGE_2 P501 ________ ________ AGE_2 0.117 P501 0.000 0.125 SAMPLE STATISTICS FOR ESTIMATED FACTOR SCORES SAMPLE STATISTICS Means ETA ETA_SE ________ ________ 1.728 0.635 Covariances ETA ETA_SE ________ ________ ETA 3.191 ETA_SE 0.094 0.008 Correlations ETA ETA_SE ________ ________ ETA 1.000 ETA_SE 0.588 1.000 SAVEDATA INFORMATION Save file scores.dat Order and format of variables WJPV10 F10.3 WJPV12 F10.3 WJPV13 F10.3 WJPV14 F10.3 WJPV15 F10.3 WJPV16 F10.3 WJPV17 F10.3 WJPV18 F10.3 WJPV19 F10.3 WJPV20 F10.3 WJPV21 F10.3 WJPV22 F10.3 WJPV23 F10.3 WJPV24 F10.3 WJPV25 F10.3 WJPV26 F10.3 WJPV27 F10.3 GEND F10.3 P201 F10.3 P301 F10.3 P601 F10.3 P901 F10.3 AGE F10.3 AGE_2 F10.3 P501 F10.3 ID2 F10.3 WAVE2 F10.3 ETA F10.3 ETA_SE F10.3 ID I6 Save file format 29F10.3 I6 Save file record length 10000 Save missing symbol * Beginning Time: 15:04:21 Ending Time: 15:11:46 Elapsed Time: 00:07:25 MUTHEN & MUTHEN 3463 Stoner Ave. Los Angeles, CA 90066 Tel: (310) 391-9971 Fax: (310) 391-8971 Web: www.StatModel.com Support: Support@StatModel.com Copyright (c) 1998-2022 Muthen & Muthen