Mplus VERSION 6.1 MUTHEN & MUTHEN 10/18/2010 11:31 AM INPUT INSTRUCTIONS Title: Data: File = StarD Ratings 1-23-09.dat; Variable: Names = ID DATE_0 CSOIN_0 CMNIN_0 CEMIN_0 CHYSM_0 CMDSD_0 CAPDC_0 CAPIN_0 CWTDC_0 CWTIN_0 CCNTR_0 CVWSF_0 CSUIC_0 CINTR_0 CENGY_0 CSLOW_0 CAGIT_0 y0 DATE_2 CSOIN_2 CMNIN_2 CEMIN_2 CHYSM_2 CMDSD_2 CAPDC_2 CAPIN_2 CWTDC_2 CWTIN_2 CCNTR_2 CVWSF_2 CSUIC_2 CINTR_2 CENGY_2 CSLOW_2 CAGIT_2 y1 DATE_4 CSOIN_4 CMNIN_4 CEMIN_4 CHYSM_4 CMDSD_4 CAPDC_4 CAPIN_4 CWTDC_4 CWTIN_4 CCNTR_4 CVWSF_4 CSUIC_4 CINTR_4 CENGY_4 CSLOW_4 CAGIT_4 y2 DATE_6 SOIN_6 CMNIN_6 CEMIN_6 CHYSM_6 CMDSD_6 CAPDC_6 CAPIN_6 CWTDC_6 CWTIN_6 CCNTR_6 CVWSF_6 CSUIC_6 CINTR_6 CENGY_6 CSLOW_6 CAGIT_6 y3 DATE_9 CSOIN_9 CMNIN_9 CEMIN_9 CHYSM_9 CMDSD_9 CAPDC_9 CAPIN_9 CWTDC_9 CWTIN_9 CCNTR_9 CVWSF_9 CSUIC_9 CINTR_9 CENGY_9 CSLOW_9 CAGIT_9 y4 DATE_12 CSOIN_12 CMNIN_12 CEMIN_12 CHYSM_12 CMDSD_12 CAPDC_12 CAPIN_12 CWTDC_12 CWTIN_12 CCNTR_12 CVWSF_12 CSUIC_12 CINTR_12 CENGY_12 CSLOW_12 CAGIT_12 y5 DATE_14 CSOIN_14 CMNIN_14 CEMIN_14 CHYSM_14 CMDSD_14 CAPDC_14 CAPIN_14 CWTDC_14 CWTIN_14 CCNTR_14 CVWSF_14 CSUIC_14 CINTR_14 CENGY_14 CSLOW_14 CAGIT_14 y6 !Self-Ratings. SSOIN_0 SMNIN_0 SEMIN_0 SHYSM_0 SMDSD_0 SAPDC_0 SAPIN_0 SWTDC_0 SWTIN_0 SCNTR_0 SVWSF_0 SSUIC_0 SINTR_0 SENGY_0 SSLOW_0 SAGIT_0 QSTOT_0 SSOIN_2 SMNIN_2 SEMIN_2 SHYSM_2 SMDSD_2 SAPDC_2 SAPIN_2 SWTDC_2 SWTIN_2 SCNTR_2 SVWSF_2 SSUIC_2 SINTR_2 SENGY_2 SSLOW_2 SAGIT_2 QSTOT_2 SSOIN_4 SMNIN_4 SEMIN_4 SHYSM_4 SMDSD_4 SAPDC_4 SAPIN_4 SWTDC_4 SWTIN_4 SCNTR_4 SVWSF_4 SSUIC_4 SINTR_4 SENGY_4 SSLOW_4 SAGIT_4 QSTOT_4 SSOIN_6 SMNIN_6 SEMIN_6 SHYSM_6 SMDSD_6 SAPDC_6 SAPIN_6 SWTDC_6 SWTIN_6 SCNTR_6 SVWSF_6 SSUIC_6 SINTR_6 SENGY_6 SSLOW_6 SAGIT_6 QSTOT_6 SSOIN_9 SMNIN_9 SEMIN_9 SHYSM_9 SMDSD_9 SAPDC_9 SAPIN_9 SWTDC_9 SWTIN_9 SCNTR_9 SVWSF_9 SSUIC_9 SINTR_9 SENGY_9 SSLOW_9 SAGIT_9 QSTOT_9 SSOIN_12 SMNIN_12 SEMIN_12 SHYSM_12 SMDSD_12 SAPDC_12 SAPIN_12 SWTDC_12 SWTIN_12 SCNTR_12 SVWSF_12 SSUIC_12 SINTR_12 SENGY_12 SSLOW_12 SAGIT_12 QSTOT_12 SSOIN_14 SMNIN_14 SEMIN_14 SHYSM_14 SMDSD_14 SAPDC_14 SAPIN_14 SWTDC_14 SWTIN_14 SCNTR_14 SVWSF_14 SSUIC_14 SINTR_14 SENGY_14 SSLOW_14 SAGIT_14 QSTOT_14; Missing = all (-9999); usev = y0 y1 y2 y3 y4 y5 d1-d5; classes = c(4); Data missing: names = y0 y1 y2 y3 y4 y5; type = ddropout; binary = d1-d5; Analysis: type = mixture; process = 4(starts); interactive = control.dat; starts = 200 40; Model: %overall% i s q | y0@0 y1@.2 y2@.4 y3@.6 y4@.9 y5@1.2; c on d1-d5; Plot: type = plot3; series = y0-y5(s); Output: tech1 sampstat residual standardized; INPUT READING TERMINATED NORMALLY SUMMARY OF ANALYSIS Number of groups 1 Number of observations 4041 Number of dependent variables 6 Number of independent variables 5 Number of continuous latent variables 3 Number of categorical latent variables 1 Observed dependent variables Continuous Y0 Y1 Y2 Y3 Y4 Y5 Observed independent variables D1 D2 D3 D4 D5 Continuous latent variables I S Q Categorical latent variables C 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-06 Relative loglikelihood change 0.100D-06 Derivative 0.100D-05 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-05 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-05 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 Random Starts Specifications Number of initial stage random starts 200 Number of final stage optimizations 40 Number of initial stage iterations 10 Initial stage convergence criterion 0.100D+01 Random starts scale 0.500D+01 Random seed for generating random starts 0 Input data file(s) StarD Ratings 1-23-09.dat Input data format FREE SUMMARY OF DATA Number of missing data patterns 34 Number of y missing data patterns 34 Number of u missing data patterns 0 COVARIANCE COVERAGE OF DATA Minimum covariance coverage value 0.100 PROPORTION OF DATA PRESENT FOR Y Covariance Coverage Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1.000 Y1 0.790 0.790 Y2 0.693 0.607 0.694 Y3 0.677 0.603 0.564 0.677 Y4 0.571 0.508 0.490 0.511 0.571 Y5 0.385 0.349 0.333 0.343 0.328 D1 1.000 0.790 0.694 0.677 0.571 D2 1.000 0.790 0.694 0.677 0.571 D3 1.000 0.790 0.694 0.677 0.571 D4 1.000 0.790 0.694 0.677 0.571 D5 1.000 0.790 0.694 0.677 0.571 Covariance Coverage Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 0.385 D1 0.385 1.000 D2 0.385 1.000 1.000 D3 0.385 1.000 1.000 1.000 D4 0.385 1.000 1.000 1.000 1.000 D5 0.385 1.000 1.000 1.000 1.000 Covariance Coverage D5 ________ D5 1.000 SAMPLE STATISTICS ESTIMATED SAMPLE STATISTICS Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 16.405 12.215 10.651 9.319 8.217 Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 6.999 0.104 0.074 0.074 0.120 Means D5 ________ 1 0.243 Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 11.660 Y1 8.098 20.395 Y2 7.342 15.050 23.956 Y3 6.326 13.306 17.414 24.836 Y4 5.810 12.453 15.894 18.194 26.350 Y5 5.523 12.282 15.060 17.075 20.330 D1 0.006 -0.009 -0.004 -0.005 -0.003 D2 0.007 0.062 -0.003 -0.003 -0.002 D3 0.024 0.014 0.096 0.002 0.002 D4 0.033 0.083 0.122 0.222 0.005 D5 -0.006 0.015 0.022 0.043 0.189 Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 27.998 D1 -0.001 0.093 D2 -0.001 -0.008 0.069 D3 0.002 -0.008 -0.006 0.069 D4 0.004 -0.012 -0.009 -0.009 0.105 D5 0.001 -0.025 -0.018 -0.018 -0.029 Covariances D5 ________ D5 0.184 Correlations Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1.000 Y1 0.525 1.000 Y2 0.439 0.681 1.000 Y3 0.372 0.591 0.714 1.000 Y4 0.331 0.537 0.633 0.711 1.000 Y5 0.306 0.514 0.582 0.648 0.748 D1 0.006 -0.007 -0.003 -0.003 -0.002 D2 0.008 0.052 -0.002 -0.002 -0.002 D3 0.027 0.011 0.074 0.001 0.001 D4 0.030 0.057 0.077 0.137 0.003 D5 -0.004 0.008 0.011 0.020 0.086 Correlations Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 1.000 D1 -0.001 1.000 D2 -0.001 -0.096 1.000 D3 0.001 -0.097 -0.080 1.000 D4 0.002 -0.126 -0.104 -0.105 1.000 D5 0.001 -0.193 -0.160 -0.161 -0.209 Correlations D5 ________ D5 1.000 MAXIMUM LOG-LIKELIHOOD VALUE FOR THE UNRESTRICTED (H1) MODEL IS -49189.312 RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers: -44728.476 654136 167 -44728.476 685657 69 -44728.476 481835 57 -44728.476 782200 84 -44728.476 415931 10 -44728.476 405079 68 -44728.476 85462 51 -44728.476 902278 21 -44728.486 22089 143 -44728.486 373505 88 -44728.596 814975 129 -44728.596 939021 8 -44728.979 695155 150 -44734.320 321390 133 -44736.501 496881 192 -44751.466 576220 115 -44751.486 253358 2 -44752.163 966014 37 -44753.583 118421 139 -44753.682 569833 85 -44753.682 573096 20 -44753.885 928287 197 -44753.930 25127 107 -44754.206 46437 153 -44755.981 341041 34 -44756.231 371246 101 -44756.231 136842 58 -44756.270 509733 130 -44756.464 576596 99 -44759.932 319144 176 -44759.932 626891 32 -44759.932 168762 200 -44759.932 268896 124 -44760.646 354559 73 -44760.732 645664 39 -44761.544 150531 154 -44761.544 636396 168 -44761.555 793035 187 -44762.118 783165 170 -44763.495 93468 3 WARNING: WHEN ESTIMATING A MODEL WITH MORE THAN TWO CLASSES, IT MAY BE NECESSARY TO INCREASE THE NUMBER OF RANDOM STARTS USING THE STARTS OPTION TO AVOID LOCAL MAXIMA. WARNING: THE SAMPLE VARIANCE OF D3 IN CLASS 1 IS 0.000. WARNING: THE SAMPLE VARIANCE OF D4 IN CLASS 1 IS 0.000. WARNING: THE SAMPLE VARIANCE OF D1 IN CLASS 2 IS 0.000. WARNING: THE SAMPLE VARIANCE OF D2 IN CLASS 2 IS 0.000. WARNING: THE SAMPLE VARIANCE OF D3 IN CLASS 2 IS 0.000. WARNING: THE SAMPLE VARIANCE OF D1 IN CLASS 3 IS 0.000. THE STANDARD ERRORS OF THE MODEL PARAMETER ESTIMATES MAY NOT BE TRUSTWORTHY FOR SOME PARAMETERS DUE TO A NON-POSITIVE DEFINITE FIRST-ORDER DERIVATIVE PRODUCT MATRIX. THIS MAY BE DUE TO THE STARTING VALUES BUT MAY ALSO BE AN INDICATION OF MODEL NONIDENTIFICATION. THE CONDITION NUMBER IS 0.632D-16. PROBLEM INVOLVING PARAMETER 38. ONE OR MORE MULTINOMIAL LOGIT PARAMETERS WERE FIXED TO AVOID SINGULARITY OF THE INFORMATION MATRIX. THE SINGULARITY IS MOST LIKELY BECAUSE THE MODEL IS NOT IDENTIFIED, OR BECAUSE OF EMPTY CELLS IN THE JOINT DISTRIBUTION OF THE CATEGORICAL LATENT VARIABLES AND ANY INDEPENDENT VARIABLES. THE FOLLOWING PARAMETERS WERE FIXED: 30 31 33 35 THE MODEL ESTIMATION TERMINATED NORMALLY MODEL FIT INFORMATION Number of Free Parameters 42 Loglikelihood H0 Value -44728.476 H0 Scaling Correction Factor 1.119 for MLR Information Criteria Akaike (AIC) 89540.952 Bayesian (BIC) 89805.731 Sample-Size Adjusted BIC 89672.273 (n* = (n + 2) / 24) FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES BASED ON THE ESTIMATED MODEL Latent Classes 1 1736.48651 0.42972 2 456.03181 0.11285 3 728.93607 0.18039 4 1119.54561 0.27705 FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS BASED ON ESTIMATED POSTERIOR PROBABILITIES Latent Classes 1 1736.48644 0.42972 2 456.03162 0.11285 3 728.93606 0.18039 4 1119.54588 0.27705 CLASSIFICATION QUALITY Entropy 0.673 CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP Class Counts and Proportions Latent Classes 1 1829 0.45261 2 399 0.09874 3 680 0.16828 4 1133 0.28038 Average Latent Class Probabilities for Most Likely Latent Class Membership (Row) by Latent Class (Column) 1 2 3 4 1 0.850 0.050 0.045 0.056 2 0.124 0.796 0.020 0.060 3 0.070 0.017 0.763 0.150 4 0.075 0.032 0.105 0.787 MODEL RESULTS Two-Tailed Estimate S.E. Est./S.E. P-Value Latent Class 1 I | Y0 1.000 0.000 999.000 999.000 Y1 1.000 0.000 999.000 999.000 Y2 1.000 0.000 999.000 999.000 Y3 1.000 0.000 999.000 999.000 Y4 1.000 0.000 999.000 999.000 Y5 1.000 0.000 999.000 999.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.200 0.000 999.000 999.000 Y2 0.400 0.000 999.000 999.000 Y3 0.600 0.000 999.000 999.000 Y4 0.900 0.000 999.000 999.000 Y5 1.200 0.000 999.000 999.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.040 0.000 999.000 999.000 Y2 0.160 0.000 999.000 999.000 Y3 0.360 0.000 999.000 999.000 Y4 0.810 0.000 999.000 999.000 Y5 1.440 0.000 999.000 999.000 S WITH I -4.523 1.310 -3.453 0.001 Q WITH I -0.145 0.948 -0.153 0.879 S -41.084 4.520 -9.090 0.000 Means I 15.215 0.100 151.577 0.000 S -18.639 0.547 -34.074 0.000 Q 8.004 0.382 20.978 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 6.108 0.444 13.769 0.000 S 60.692 6.389 9.500 0.000 Q 29.981 3.405 8.806 0.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 2 I | Y0 1.000 0.000 999.000 999.000 Y1 1.000 0.000 999.000 999.000 Y2 1.000 0.000 999.000 999.000 Y3 1.000 0.000 999.000 999.000 Y4 1.000 0.000 999.000 999.000 Y5 1.000 0.000 999.000 999.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.200 0.000 999.000 999.000 Y2 0.400 0.000 999.000 999.000 Y3 0.600 0.000 999.000 999.000 Y4 0.900 0.000 999.000 999.000 Y5 1.200 0.000 999.000 999.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.040 0.000 999.000 999.000 Y2 0.160 0.000 999.000 999.000 Y3 0.360 0.000 999.000 999.000 Y4 0.810 0.000 999.000 999.000 Y5 1.440 0.000 999.000 999.000 S WITH I -4.523 1.310 -3.453 0.001 Q WITH I -0.145 0.948 -0.153 0.879 S -41.084 4.520 -9.090 0.000 Means I 16.798 0.518 32.414 0.000 S -15.444 1.503 -10.272 0.000 Q 8.655 1.124 7.697 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 6.108 0.444 13.769 0.000 S 60.692 6.389 9.500 0.000 Q 29.981 3.405 8.806 0.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 3 I | Y0 1.000 0.000 999.000 999.000 Y1 1.000 0.000 999.000 999.000 Y2 1.000 0.000 999.000 999.000 Y3 1.000 0.000 999.000 999.000 Y4 1.000 0.000 999.000 999.000 Y5 1.000 0.000 999.000 999.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.200 0.000 999.000 999.000 Y2 0.400 0.000 999.000 999.000 Y3 0.600 0.000 999.000 999.000 Y4 0.900 0.000 999.000 999.000 Y5 1.200 0.000 999.000 999.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.040 0.000 999.000 999.000 Y2 0.160 0.000 999.000 999.000 Y3 0.360 0.000 999.000 999.000 Y4 0.810 0.000 999.000 999.000 Y5 1.440 0.000 999.000 999.000 S WITH I -4.523 1.310 -3.453 0.001 Q WITH I -0.145 0.948 -0.153 0.879 S -41.084 4.520 -9.090 0.000 Means I 15.490 0.185 83.720 0.000 S -29.220 2.202 -13.271 0.000 Q 24.457 2.339 10.455 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 6.108 0.444 13.769 0.000 S 60.692 6.389 9.500 0.000 Q 29.981 3.405 8.806 0.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 4 I | Y0 1.000 0.000 999.000 999.000 Y1 1.000 0.000 999.000 999.000 Y2 1.000 0.000 999.000 999.000 Y3 1.000 0.000 999.000 999.000 Y4 1.000 0.000 999.000 999.000 Y5 1.000 0.000 999.000 999.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.200 0.000 999.000 999.000 Y2 0.400 0.000 999.000 999.000 Y3 0.600 0.000 999.000 999.000 Y4 0.900 0.000 999.000 999.000 Y5 1.200 0.000 999.000 999.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.040 0.000 999.000 999.000 Y2 0.160 0.000 999.000 999.000 Y3 0.360 0.000 999.000 999.000 Y4 0.810 0.000 999.000 999.000 Y5 1.440 0.000 999.000 999.000 S WITH I -4.523 1.310 -3.453 0.001 Q WITH I -0.145 0.948 -0.153 0.879 S -41.084 4.520 -9.090 0.000 Means I 18.003 0.283 63.713 0.000 S -10.291 0.878 -11.721 0.000 Q 8.111 0.961 8.440 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 6.108 0.444 13.769 0.000 S 60.692 6.389 9.500 0.000 Q 29.981 3.405 8.806 0.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Categorical Latent Variables C#1 ON D1 -1.978 0.357 -5.540 0.000 D2 -3.758 2.341 -1.605 0.108 D3 -41.879 0.000 999.000 999.000 D4 -42.398 0.000 999.000 999.000 D5 -1.759 0.240 -7.324 0.000 C#2 ON D1 -129.156 0.000 999.000 999.000 D2 -15.865 1.115 -14.222 0.000 D3 -52.124 0.000 999.000 999.000 D4 -4.623 12.987 -0.356 0.722 D5 -3.117 2.100 -1.485 0.138 C#3 ON D1 -12.878 0.714 -18.024 0.000 D2 1.401 0.525 2.665 0.008 D3 1.187 0.457 2.597 0.009 D4 1.107 0.480 2.307 0.021 D5 0.707 0.381 1.854 0.064 Intercepts C#1 2.213 0.240 9.229 0.000 C#2 1.285 0.214 6.016 0.000 C#3 -1.222 0.388 -3.151 0.002 LOGISTIC REGRESSION ODDS RATIO RESULTS Categorical Latent Variables C#1 ON D1 0.138 D2 0.023 D3 0.000 D4 0.000 D5 0.172 C#2 ON D1 0.000 D2 0.000 D3 0.000 D4 0.010 D5 0.044 C#3 ON D1 0.000 D2 4.057 D3 3.277 D4 3.025 D5 2.028 ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION Parameterization using Reference Class 1 C#2 ON D1 -127.178 0.357 -356.229 0.000 D2 -12.107 2.282 -5.307 0.000 D3 -10.245 0.000 0.000 1.000 D4 37.775 12.987 2.909 0.004 D5 -1.358 2.049 -0.663 0.507 C#3 ON D1 -10.900 0.671 -16.250 0.000 D2 5.158 2.604 1.981 0.048 D3 43.066 0.457 94.236 0.000 D4 43.504 0.480 90.678 0.000 D5 2.466 0.377 6.534 0.000 C#4 ON D1 1.978 0.357 5.540 0.000 D2 3.758 2.341 1.605 0.108 D3 41.879 0.000 0.000 1.000 D4 42.398 0.000 0.000 1.000 D5 1.759 0.240 7.324 0.000 Intercepts C#2 -0.928 0.125 -7.394 0.000 C#3 -3.435 0.386 -8.890 0.000 C#4 -2.213 0.240 -9.229 0.000 Parameterization using Reference Class 2 C#1 ON D1 127.178 0.357 356.229 0.000 D2 12.107 2.282 5.307 0.000 D3 10.245 0.000 0.000 1.000 D4 -37.775 12.987 -2.909 0.004 D5 1.358 2.049 0.663 0.507 C#3 ON D1 116.279 0.714 162.749 0.000 D2 17.265 1.255 13.762 0.000 D3 53.311 0.457 116.655 0.000 D4 5.729 13.056 0.439 0.661 D5 3.824 2.092 1.828 0.067 C#4 ON D1 129.156 0.000 0.000 1.000 D2 15.865 1.115 14.222 0.000 D3 52.124 0.000 0.000 1.000 D4 4.623 12.987 0.356 0.722 D5 3.117 2.100 1.485 0.138 Intercepts C#1 0.928 0.125 7.394 0.000 C#3 -2.507 0.387 -6.482 0.000 C#4 -1.285 0.214 -6.016 0.000 Parameterization using Reference Class 3 C#1 ON D1 10.900 0.671 16.250 0.000 D2 -5.158 2.604 -1.981 0.048 D3 -43.066 0.457 -94.236 0.000 D4 -43.504 0.480 -90.678 0.000 D5 -2.466 0.377 -6.534 0.000 C#2 ON D1 -116.279 0.714 -162.749 0.000 D2 -17.265 1.255 -13.762 0.000 D3 -53.311 0.457 -116.655 0.000 D4 -5.729 13.056 -0.439 0.661 D5 -3.824 2.092 -1.828 0.067 C#4 ON D1 12.878 0.714 18.024 0.000 D2 -1.401 0.525 -2.665 0.008 D3 -1.187 0.457 -2.597 0.009 D4 -1.107 0.480 -2.307 0.021 D5 -0.707 0.381 -1.854 0.064 Intercepts C#1 3.435 0.386 8.890 0.000 C#2 2.507 0.387 6.482 0.000 C#4 1.222 0.388 3.151 0.002 STANDARDIZED MODEL RESULTS STDYX Standardization Two-Tailed Estimate S.E. Est./S.E. P-Value Latent Class 1 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.156 0.211 29.162 0.000 S -2.392 0.156 -15.322 0.000 Q 1.462 0.112 13.061 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 2 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.797 0.350 19.415 0.000 S -1.982 0.183 -10.826 0.000 Q 1.581 0.211 7.481 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 3 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.268 0.216 28.992 0.000 S -3.751 0.412 -9.109 0.000 Q 4.467 0.557 8.022 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 4 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 7.284 0.324 22.502 0.000 S -1.321 0.124 -10.627 0.000 Q 1.481 0.191 7.766 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 STDY Standardization Two-Tailed Estimate S.E. Est./S.E. P-Value Latent Class 1 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.156 0.211 29.162 0.000 S -2.392 0.156 -15.322 0.000 Q 1.462 0.112 13.061 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 2 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.797 0.350 19.415 0.000 S -1.982 0.183 -10.826 0.000 Q 1.581 0.211 7.481 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 3 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.268 0.216 28.992 0.000 S -3.751 0.412 -9.109 0.000 Q 4.467 0.557 8.022 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 Latent Class 4 I | Y0 0.759 0.023 32.841 0.000 Y1 0.636 0.021 29.733 0.000 Y2 0.642 0.027 24.090 0.000 Y3 0.642 0.031 20.544 0.000 Y4 0.670 0.033 20.421 0.000 Y5 1.005 0.058 17.331 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 0.401 0.021 18.755 0.000 Y2 0.810 0.041 19.935 0.000 Y3 1.215 0.058 21.054 0.000 Y4 1.902 0.094 20.129 0.000 Y5 3.802 0.217 17.548 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.056 0.003 17.306 0.000 Y2 0.228 0.013 17.626 0.000 Y3 0.512 0.029 17.973 0.000 Y4 1.203 0.069 17.348 0.000 Y5 3.207 0.222 14.471 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 7.284 0.324 22.502 0.000 S -1.321 0.124 -10.627 0.000 Q 1.481 0.191 7.766 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 0.425 0.035 12.120 0.000 Y1 0.596 0.015 39.081 0.000 Y2 0.483 0.020 24.032 0.000 Y3 0.422 0.023 18.220 0.000 Y4 0.510 0.033 15.465 0.000 Y5 0.601 0.118 5.082 0.000 STD Standardization Two-Tailed Estimate S.E. Est./S.E. P-Value Latent Class 1 I | Y0 2.471 0.090 27.538 0.000 Y1 2.471 0.090 27.538 0.000 Y2 2.471 0.090 27.538 0.000 Y3 2.471 0.090 27.538 0.000 Y4 2.471 0.090 27.538 0.000 Y5 2.471 0.090 27.538 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 1.558 0.082 19.000 0.000 Y2 3.116 0.164 19.000 0.000 Y3 4.674 0.246 19.000 0.000 Y4 7.011 0.369 19.000 0.000 Y5 9.349 0.492 19.000 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.219 0.012 17.611 0.000 Y2 0.876 0.050 17.611 0.000 Y3 1.971 0.112 17.611 0.000 Y4 4.435 0.252 17.611 0.000 Y5 7.885 0.448 17.611 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.156 0.211 29.162 0.000 S -2.392 0.156 -15.322 0.000 Q 1.462 0.112 13.061 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 2 I | Y0 2.471 0.090 27.538 0.000 Y1 2.471 0.090 27.538 0.000 Y2 2.471 0.090 27.538 0.000 Y3 2.471 0.090 27.538 0.000 Y4 2.471 0.090 27.538 0.000 Y5 2.471 0.090 27.538 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 1.558 0.082 19.000 0.000 Y2 3.116 0.164 19.000 0.000 Y3 4.674 0.246 19.000 0.000 Y4 7.011 0.369 19.000 0.000 Y5 9.349 0.492 19.000 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.219 0.012 17.611 0.000 Y2 0.876 0.050 17.611 0.000 Y3 1.971 0.112 17.611 0.000 Y4 4.435 0.252 17.611 0.000 Y5 7.885 0.448 17.611 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.797 0.350 19.415 0.000 S -1.982 0.183 -10.826 0.000 Q 1.581 0.211 7.481 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 3 I | Y0 2.471 0.090 27.538 0.000 Y1 2.471 0.090 27.538 0.000 Y2 2.471 0.090 27.538 0.000 Y3 2.471 0.090 27.538 0.000 Y4 2.471 0.090 27.538 0.000 Y5 2.471 0.090 27.538 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 1.558 0.082 19.000 0.000 Y2 3.116 0.164 19.000 0.000 Y3 4.674 0.246 19.000 0.000 Y4 7.011 0.369 19.000 0.000 Y5 9.349 0.492 19.000 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.219 0.012 17.611 0.000 Y2 0.876 0.050 17.611 0.000 Y3 1.971 0.112 17.611 0.000 Y4 4.435 0.252 17.611 0.000 Y5 7.885 0.448 17.611 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 6.268 0.216 28.992 0.000 S -3.751 0.412 -9.109 0.000 Q 4.467 0.557 8.022 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 Latent Class 4 I | Y0 2.471 0.090 27.538 0.000 Y1 2.471 0.090 27.538 0.000 Y2 2.471 0.090 27.538 0.000 Y3 2.471 0.090 27.538 0.000 Y4 2.471 0.090 27.538 0.000 Y5 2.471 0.090 27.538 0.000 S | Y0 0.000 0.000 999.000 999.000 Y1 1.558 0.082 19.000 0.000 Y2 3.116 0.164 19.000 0.000 Y3 4.674 0.246 19.000 0.000 Y4 7.011 0.369 19.000 0.000 Y5 9.349 0.492 19.000 0.000 Q | Y0 0.000 0.000 999.000 999.000 Y1 0.219 0.012 17.611 0.000 Y2 0.876 0.050 17.611 0.000 Y3 1.971 0.112 17.611 0.000 Y4 4.435 0.252 17.611 0.000 Y5 7.885 0.448 17.611 0.000 S WITH I -0.235 0.058 -4.082 0.000 Q WITH I -0.011 0.071 -0.152 0.879 S -0.963 0.008 -116.504 0.000 Means I 7.284 0.324 22.502 0.000 S -1.321 0.124 -10.627 0.000 Q 1.481 0.191 7.766 0.000 Intercepts Y0 0.000 0.000 999.000 999.000 Y1 0.000 0.000 999.000 999.000 Y2 0.000 0.000 999.000 999.000 Y3 0.000 0.000 999.000 999.000 Y4 0.000 0.000 999.000 999.000 Y5 0.000 0.000 999.000 999.000 Variances I 1.000 0.000 999.000 999.000 S 1.000 0.000 999.000 999.000 Q 1.000 0.000 999.000 999.000 Residual Variances Y0 4.508 0.373 12.101 0.000 Y1 9.014 0.297 30.372 0.000 Y2 7.156 0.331 21.632 0.000 Y3 6.244 0.314 19.908 0.000 Y4 6.935 0.460 15.076 0.000 Y5 3.632 0.788 4.607 0.000 R-SQUARE Class 1 Observed Two-Tailed Variable Estimate S.E. Est./S.E. P-Value Y0 0.575 0.035 16.421 0.000 Y1 0.404 0.015 26.470 0.000 Y2 0.517 0.020 25.730 0.000 Y3 0.578 0.023 24.983 0.000 Y4 0.490 0.033 14.856 0.000 Y5 0.399 0.118 3.376 0.001 Class 2 Observed Two-Tailed Variable Estimate S.E. Est./S.E. P-Value Y0 0.575 0.035 16.421 0.000 Y1 0.404 0.015 26.470 0.000 Y2 0.517 0.020 25.730 0.000 Y3 0.578 0.023 24.983 0.000 Y4 0.490 0.033 14.856 0.000 Y5 0.399 0.118 3.376 0.001 Class 3 Observed Two-Tailed Variable Estimate S.E. Est./S.E. P-Value Y0 0.575 0.035 16.421 0.000 Y1 0.404 0.015 26.470 0.000 Y2 0.517 0.020 25.730 0.000 Y3 0.578 0.023 24.983 0.000 Y4 0.490 0.033 14.856 0.000 Y5 0.399 0.118 3.376 0.001 Class 4 Observed Two-Tailed Variable Estimate S.E. Est./S.E. P-Value Y0 0.575 0.035 16.421 0.000 Y1 0.404 0.015 26.470 0.000 Y2 0.517 0.020 25.730 0.000 Y3 0.578 0.023 24.983 0.000 Y4 0.490 0.033 14.856 0.000 Y5 0.399 0.118 3.376 0.001 QUALITY OF NUMERICAL RESULTS Condition Number for the Information Matrix 0.232E-09 (ratio of smallest to largest eigenvalue) RESIDUAL OUTPUT ESTIMATED MODEL AND RESIDUALS (OBSERVED - ESTIMATED) FOR CLASS 1 Model Estimated Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 15.215 11.807 9.040 6.913 4.923 Model Estimated Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 4.374 0.135 0.015 0.000 0.000 Model Estimated Means D5 ________ 1 0.267 Residuals for Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.299 -1.112 -0.294 0.176 0.627 Residuals for Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 -0.237 0.000 0.000 0.000 0.000 Residuals for Means D5 ________ 1 0.000 Model Estimated Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 10.616 Y1 5.197 15.119 Y2 4.275 6.440 14.819 Y3 3.342 6.202 7.942 14.806 Y4 1.919 4.770 6.594 7.391 13.596 Y5 0.471 2.049 3.126 3.700 3.621 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 Model Estimated Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6.045 D1 0.000 0.117 D2 0.000 -0.002 0.015 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 -0.036 -0.004 0.000 0.000 Model Estimated Covariances D5 ________ D5 0.196 Residuals for Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 -0.250 Y1 1.325 0.482 Y2 0.060 1.598 1.298 Y3 -0.588 -1.149 -1.032 -0.930 Y4 -0.629 -1.161 -1.086 -1.434 -2.454 Y5 0.219 0.012 0.224 0.135 1.252 D1 -0.049 -1.445 -1.181 -0.958 -0.750 D2 -0.005 0.068 -0.133 -0.108 -0.085 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 -0.016 0.243 0.320 0.255 0.280 Residuals for Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 -0.106 D1 -0.559 0.000 D2 -0.063 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 -1.107 0.000 0.000 0.000 0.000 Residuals for Covariances D5 ________ D5 0.000 ESTIMATED MODEL AND RESIDUALS (OBSERVED - ESTIMATED) FOR CLASS 2 Model Estimated Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 16.798 14.056 12.006 10.648 9.909 Model Estimated Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 10.728 0.000 0.000 0.000 0.020 Model Estimated Means D5 ________ 1 0.104 Residuals for Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.190 -0.730 -0.128 0.044 0.360 Residuals for Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 -0.103 0.000 0.000 0.000 0.000 Residuals for Means D5 ________ 1 0.000 Model Estimated Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 10.616 Y1 5.197 15.119 Y2 4.275 6.440 14.819 Y3 3.342 6.202 7.942 14.806 Y4 1.919 4.770 6.594 7.391 13.596 Y5 0.471 2.049 3.126 3.700 3.621 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 Model Estimated Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6.045 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.019 D5 0.000 0.000 0.000 0.000 -0.002 Model Estimated Covariances D5 ________ D5 0.093 Residuals for Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 -0.324 Y1 0.178 -0.309 Y2 -0.430 -1.503 0.319 Y3 -1.048 -3.705 -0.865 0.369 Y4 0.225 -3.437 -0.556 -1.820 -0.643 Y5 0.847 0.502 0.331 0.129 -0.889 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 -0.011 -0.008 -0.038 0.032 -0.201 D5 -0.047 -0.086 -0.032 0.040 0.126 Residuals for Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 0.559 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 -0.208 0.000 0.000 0.000 0.000 D5 -1.101 0.000 0.000 0.000 0.000 Residuals for Covariances D5 ________ D5 0.000 ESTIMATED MODEL AND RESIDUALS (OBSERVED - ESTIMATED) FOR CLASS 3 Model Estimated Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 15.490 10.624 7.715 6.762 9.002 Model Estimated Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 15.644 0.000 0.204 0.203 0.307 Model Estimated Means D5 ________ 1 0.242 Residuals for Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.093 -0.573 0.258 0.272 -0.450 Residuals for Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0.393 0.000 0.000 0.000 0.000 Residuals for Means D5 ________ 1 0.000 Model Estimated Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 10.616 Y1 5.197 15.119 Y2 4.275 6.440 14.819 Y3 3.342 6.202 7.942 14.806 Y4 1.919 4.770 6.594 7.391 13.596 Y5 0.471 2.049 3.126 3.700 3.621 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 Model Estimated Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6.045 D1 0.000 0.000 D2 0.000 0.000 0.162 D3 0.000 0.000 -0.041 0.162 D4 0.000 0.000 -0.063 -0.062 0.213 D5 0.000 0.000 -0.049 -0.049 -0.074 Model Estimated Covariances D5 ________ D5 0.183 Residuals for Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 -0.469 Y1 -1.409 0.208 Y2 -1.888 -0.884 -1.451 Y3 -0.832 -0.235 -0.900 -1.103 Y4 1.907 2.998 3.343 0.877 3.062 Y5 25.881 24.706 6.725 3.326 4.894 D1 0.000 0.000 0.000 0.000 0.000 D2 -0.022 0.354 -1.623 -1.432 -1.741 D3 -0.063 -0.313 0.786 -1.427 -1.735 D4 -0.022 -0.100 0.235 1.702 -2.626 D5 0.039 -0.034 0.470 1.000 5.451 Residuals for Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 2.605 D1 0.000 0.000 D2 -3.264 0.000 0.000 D3 -3.253 0.000 0.000 0.000 D4 -4.925 0.000 0.000 0.000 0.000 D5 -3.878 0.000 0.000 0.000 0.000 Residuals for Covariances D5 ________ D5 0.000 ESTIMATED MODEL AND RESIDUALS (OBSERVED - ESTIMATED) FOR CLASS 4 Model Estimated Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 18.003 16.269 15.184 14.748 15.311 Model Estimated Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 17.334 0.166 0.111 0.137 0.224 Model Estimated Means D5 ________ 1 0.264 Residuals for Means Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.082 -0.575 0.126 0.025 -0.099 Residuals for Means Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 -0.128 0.000 0.000 0.000 0.000 Residuals for Means D5 ________ 1 0.000 Model Estimated Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 10.616 Y1 5.197 15.119 Y2 4.275 6.440 14.819 Y3 3.342 6.202 7.942 14.806 Y4 1.919 4.770 6.594 7.391 13.596 Y5 0.471 2.049 3.126 3.700 3.621 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 Model Estimated Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6.045 D1 0.000 0.138 D2 0.000 -0.018 0.099 D3 0.000 -0.023 -0.015 0.118 D4 0.000 -0.037 -0.025 -0.031 0.174 D5 0.000 -0.044 -0.029 -0.036 -0.059 Model Estimated Covariances D5 ________ D5 0.194 Residuals for Covariances Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 -0.036 Y1 -0.220 -0.991 Y2 1.456 -1.048 0.917 Y3 -0.407 -0.753 -3.360 0.497 Y4 3.794 4.712 -1.112 -4.780 0.332 Y5 9.998 1.895 0.090 -6.317 -10.367 D1 0.010 -2.599 -2.536 -2.447 -2.520 D2 -0.005 0.829 -1.697 -1.638 -1.687 D3 0.009 0.021 1.542 -2.021 -2.081 D4 -0.075 0.645 0.601 2.986 -3.413 D5 0.007 0.745 1.523 2.371 7.960 Residuals for Covariances Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 0.104 D1 -2.850 0.000 D2 -1.908 0.000 0.000 D3 -2.354 0.000 0.000 0.000 D4 -3.861 0.000 0.000 0.000 0.000 D5 -4.535 0.000 0.000 0.000 0.000 Residuals for Covariances D5 ________ D5 0.000 TECHNICAL 1 OUTPUT PARAMETER SPECIFICATION FOR LATENT CLASS 1 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU D5 ________ 1 0 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 0 0 0 0 0 Y1 0 0 0 0 0 Y2 0 0 0 0 0 Y3 0 0 0 0 0 Y4 0 0 0 0 0 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0 0 0 Y1 0 0 0 Y2 0 0 0 Y3 0 0 0 Y4 0 0 0 Y5 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1 Y1 0 2 Y2 0 0 3 Y3 0 0 0 4 Y4 0 0 0 0 5 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6 D1 0 0 D2 0 0 0 D3 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA D5 ________ D5 0 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 7 8 9 0 0 ALPHA D3 D4 D5 ________ ________ ________ 1 0 0 0 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0 0 0 0 0 S 0 0 0 0 0 Q 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 BETA D3 D4 D5 ________ ________ ________ I 0 0 0 S 0 0 0 Q 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 10 S 11 12 Q 13 14 15 D1 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 PSI D3 D4 D5 ________ ________ ________ D3 0 D4 0 0 D5 0 0 0 PARAMETER SPECIFICATION FOR LATENT CLASS 2 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU D5 ________ 1 0 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 0 0 0 0 0 Y1 0 0 0 0 0 Y2 0 0 0 0 0 Y3 0 0 0 0 0 Y4 0 0 0 0 0 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0 0 0 Y1 0 0 0 Y2 0 0 0 Y3 0 0 0 Y4 0 0 0 Y5 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1 Y1 0 2 Y2 0 0 3 Y3 0 0 0 4 Y4 0 0 0 0 5 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6 D1 0 0 D2 0 0 0 D3 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA D5 ________ D5 0 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 16 17 18 0 0 ALPHA D3 D4 D5 ________ ________ ________ 1 0 0 0 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0 0 0 0 0 S 0 0 0 0 0 Q 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 BETA D3 D4 D5 ________ ________ ________ I 0 0 0 S 0 0 0 Q 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 10 S 11 12 Q 13 14 15 D1 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 PSI D3 D4 D5 ________ ________ ________ D3 0 D4 0 0 D5 0 0 0 PARAMETER SPECIFICATION FOR LATENT CLASS 3 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU D5 ________ 1 0 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 0 0 0 0 0 Y1 0 0 0 0 0 Y2 0 0 0 0 0 Y3 0 0 0 0 0 Y4 0 0 0 0 0 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0 0 0 Y1 0 0 0 Y2 0 0 0 Y3 0 0 0 Y4 0 0 0 Y5 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1 Y1 0 2 Y2 0 0 3 Y3 0 0 0 4 Y4 0 0 0 0 5 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6 D1 0 0 D2 0 0 0 D3 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA D5 ________ D5 0 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 19 20 21 0 0 ALPHA D3 D4 D5 ________ ________ ________ 1 0 0 0 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0 0 0 0 0 S 0 0 0 0 0 Q 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 BETA D3 D4 D5 ________ ________ ________ I 0 0 0 S 0 0 0 Q 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 10 S 11 12 Q 13 14 15 D1 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 PSI D3 D4 D5 ________ ________ ________ D3 0 D4 0 0 D5 0 0 0 PARAMETER SPECIFICATION FOR LATENT CLASS 4 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0 0 0 0 0 NU D5 ________ 1 0 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 0 0 0 0 0 Y1 0 0 0 0 0 Y2 0 0 0 0 0 Y3 0 0 0 0 0 Y4 0 0 0 0 0 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0 0 0 Y1 0 0 0 Y2 0 0 0 Y3 0 0 0 Y4 0 0 0 Y5 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 1 Y1 0 2 Y2 0 0 3 Y3 0 0 0 4 Y4 0 0 0 0 5 Y5 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 6 D1 0 0 D2 0 0 0 D3 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 THETA D5 ________ D5 0 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 22 23 24 0 0 ALPHA D3 D4 D5 ________ ________ ________ 1 0 0 0 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0 0 0 0 0 S 0 0 0 0 0 Q 0 0 0 0 0 D1 0 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 BETA D3 D4 D5 ________ ________ ________ I 0 0 0 S 0 0 0 Q 0 0 0 D1 0 0 0 D2 0 0 0 D3 0 0 0 D4 0 0 0 D5 0 0 0 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 10 S 11 12 Q 13 14 15 D1 0 0 0 0 D2 0 0 0 0 0 D3 0 0 0 0 0 D4 0 0 0 0 0 D5 0 0 0 0 0 PSI D3 D4 D5 ________ ________ ________ D3 0 D4 0 0 D5 0 0 0 PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART ALPHA(C) C#1 C#2 C#3 C#4 ________ ________ ________ ________ 1 25 26 27 0 GAMMA(C) D1 D2 D3 D4 D5 ________ ________ ________ ________ ________ C#1 28 29 30 31 32 C#2 33 34 35 36 37 C#3 38 39 40 41 42 C#4 0 0 0 0 0 STARTING VALUES FOR LATENT CLASS 1 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU D5 ________ 1 0.000 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 1.000 0.000 0.000 0.000 0.000 Y1 1.000 0.200 0.040 0.000 0.000 Y2 1.000 0.400 0.160 0.000 0.000 Y3 1.000 0.600 0.360 0.000 0.000 Y4 1.000 0.900 0.810 0.000 0.000 Y5 1.000 1.200 1.440 0.000 0.000 D1 0.000 0.000 0.000 1.000 0.000 D2 0.000 0.000 0.000 0.000 1.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0.000 0.000 0.000 Y1 0.000 0.000 0.000 Y2 0.000 0.000 0.000 Y3 0.000 0.000 0.000 Y4 0.000 0.000 0.000 Y5 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 1.000 0.000 0.000 D4 0.000 1.000 0.000 D5 0.000 0.000 1.000 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 5.832 Y1 0.000 10.081 Y2 0.000 0.000 11.830 Y3 0.000 0.000 0.000 12.155 Y4 0.000 0.000 0.000 0.000 12.616 Y5 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 12.016 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA D5 ________ D5 0.000 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 15.896 -17.988 10.275 0.000 0.000 ALPHA D3 D4 D5 ________ ________ ________ 1 0.000 0.000 0.000 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0.000 0.000 0.000 0.000 0.000 S 0.000 0.000 0.000 0.000 0.000 Q 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 BETA D3 D4 D5 ________ ________ ________ I 0.000 0.000 0.000 S 0.000 0.000 0.000 Q 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 D4 0.000 0.000 0.000 D5 0.000 0.000 0.000 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 11.807 S 0.000 203.468 Q 0.000 0.000 233.785 D1 0.000 0.000 0.000 0.047 D2 0.000 0.000 0.000 0.000 0.034 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 PSI D3 D4 D5 ________ ________ ________ D3 0.034 D4 0.000 0.053 D5 0.000 0.000 0.092 STARTING VALUES FOR LATENT CLASS 2 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU D5 ________ 1 0.000 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 1.000 0.000 0.000 0.000 0.000 Y1 1.000 0.200 0.040 0.000 0.000 Y2 1.000 0.400 0.160 0.000 0.000 Y3 1.000 0.600 0.360 0.000 0.000 Y4 1.000 0.900 0.810 0.000 0.000 Y5 1.000 1.200 1.440 0.000 0.000 D1 0.000 0.000 0.000 1.000 0.000 D2 0.000 0.000 0.000 0.000 1.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0.000 0.000 0.000 Y1 0.000 0.000 0.000 Y2 0.000 0.000 0.000 Y3 0.000 0.000 0.000 Y4 0.000 0.000 0.000 Y5 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 1.000 0.000 0.000 D4 0.000 1.000 0.000 D5 0.000 0.000 1.000 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 5.832 Y1 0.000 10.081 Y2 0.000 0.000 11.830 Y3 0.000 0.000 0.000 12.155 Y4 0.000 0.000 0.000 0.000 12.616 Y5 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 12.016 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA D5 ________ D5 0.000 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 15.896 -17.988 10.275 0.000 0.000 ALPHA D3 D4 D5 ________ ________ ________ 1 0.000 0.000 0.000 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0.000 0.000 0.000 0.000 0.000 S 0.000 0.000 0.000 0.000 0.000 Q 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 BETA D3 D4 D5 ________ ________ ________ I 0.000 0.000 0.000 S 0.000 0.000 0.000 Q 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 D4 0.000 0.000 0.000 D5 0.000 0.000 0.000 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 11.807 S 0.000 203.468 Q 0.000 0.000 233.785 D1 0.000 0.000 0.000 0.047 D2 0.000 0.000 0.000 0.000 0.034 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 PSI D3 D4 D5 ________ ________ ________ D3 0.034 D4 0.000 0.053 D5 0.000 0.000 0.092 STARTING VALUES FOR LATENT CLASS 3 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU D5 ________ 1 0.000 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 1.000 0.000 0.000 0.000 0.000 Y1 1.000 0.200 0.040 0.000 0.000 Y2 1.000 0.400 0.160 0.000 0.000 Y3 1.000 0.600 0.360 0.000 0.000 Y4 1.000 0.900 0.810 0.000 0.000 Y5 1.000 1.200 1.440 0.000 0.000 D1 0.000 0.000 0.000 1.000 0.000 D2 0.000 0.000 0.000 0.000 1.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0.000 0.000 0.000 Y1 0.000 0.000 0.000 Y2 0.000 0.000 0.000 Y3 0.000 0.000 0.000 Y4 0.000 0.000 0.000 Y5 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 1.000 0.000 0.000 D4 0.000 1.000 0.000 D5 0.000 0.000 1.000 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 5.832 Y1 0.000 10.081 Y2 0.000 0.000 11.830 Y3 0.000 0.000 0.000 12.155 Y4 0.000 0.000 0.000 0.000 12.616 Y5 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 12.016 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA D5 ________ D5 0.000 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 15.896 -17.988 10.275 0.000 0.000 ALPHA D3 D4 D5 ________ ________ ________ 1 0.000 0.000 0.000 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0.000 0.000 0.000 0.000 0.000 S 0.000 0.000 0.000 0.000 0.000 Q 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 BETA D3 D4 D5 ________ ________ ________ I 0.000 0.000 0.000 S 0.000 0.000 0.000 Q 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 D4 0.000 0.000 0.000 D5 0.000 0.000 0.000 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 11.807 S 0.000 203.468 Q 0.000 0.000 233.785 D1 0.000 0.000 0.000 0.047 D2 0.000 0.000 0.000 0.000 0.034 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 PSI D3 D4 D5 ________ ________ ________ D3 0.034 D4 0.000 0.053 D5 0.000 0.000 0.092 STARTING VALUES FOR LATENT CLASS 4 NU Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 0.000 NU D5 ________ 1 0.000 LAMBDA I S Q D1 D2 ________ ________ ________ ________ ________ Y0 1.000 0.000 0.000 0.000 0.000 Y1 1.000 0.200 0.040 0.000 0.000 Y2 1.000 0.400 0.160 0.000 0.000 Y3 1.000 0.600 0.360 0.000 0.000 Y4 1.000 0.900 0.810 0.000 0.000 Y5 1.000 1.200 1.440 0.000 0.000 D1 0.000 0.000 0.000 1.000 0.000 D2 0.000 0.000 0.000 0.000 1.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 LAMBDA D3 D4 D5 ________ ________ ________ Y0 0.000 0.000 0.000 Y1 0.000 0.000 0.000 Y2 0.000 0.000 0.000 Y3 0.000 0.000 0.000 Y4 0.000 0.000 0.000 Y5 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 1.000 0.000 0.000 D4 0.000 1.000 0.000 D5 0.000 0.000 1.000 THETA Y0 Y1 Y2 Y3 Y4 ________ ________ ________ ________ ________ Y0 5.832 Y1 0.000 10.081 Y2 0.000 0.000 11.830 Y3 0.000 0.000 0.000 12.155 Y4 0.000 0.000 0.000 0.000 12.616 Y5 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA Y5 D1 D2 D3 D4 ________ ________ ________ ________ ________ Y5 12.016 D1 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 THETA D5 ________ D5 0.000 ALPHA I S Q D1 D2 ________ ________ ________ ________ ________ 1 15.896 -17.988 10.275 0.000 0.000 ALPHA D3 D4 D5 ________ ________ ________ 1 0.000 0.000 0.000 BETA I S Q D1 D2 ________ ________ ________ ________ ________ I 0.000 0.000 0.000 0.000 0.000 S 0.000 0.000 0.000 0.000 0.000 Q 0.000 0.000 0.000 0.000 0.000 D1 0.000 0.000 0.000 0.000 0.000 D2 0.000 0.000 0.000 0.000 0.000 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 BETA D3 D4 D5 ________ ________ ________ I 0.000 0.000 0.000 S 0.000 0.000 0.000 Q 0.000 0.000 0.000 D1 0.000 0.000 0.000 D2 0.000 0.000 0.000 D3 0.000 0.000 0.000 D4 0.000 0.000 0.000 D5 0.000 0.000 0.000 PSI I S Q D1 D2 ________ ________ ________ ________ ________ I 11.807 S 0.000 203.468 Q 0.000 0.000 233.785 D1 0.000 0.000 0.000 0.047 D2 0.000 0.000 0.000 0.000 0.034 D3 0.000 0.000 0.000 0.000 0.000 D4 0.000 0.000 0.000 0.000 0.000 D5 0.000 0.000 0.000 0.000 0.000 PSI D3 D4 D5 ________ ________ ________ D3 0.034 D4 0.000 0.053 D5 0.000 0.000 0.092 STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART ALPHA(C) C#1 C#2 C#3 C#4 ________ ________ ________ ________ 1 0.000 0.000 0.000 0.000 GAMMA(C) D1 D2 D3 D4 D5 ________ ________ ________ ________ ________ C#1 0.000 0.000 0.000 0.000 0.000 C#2 0.000 0.000 0.000 0.000 0.000 C#3 0.000 0.000 0.000 0.000 0.000 C#4 0.000 0.000 0.000 0.000 0.000 SAMPLE STATISTICS FOR ESTIMATED FACTOR SCORES SAMPLE STATISTICS Means I S Q C_I C_S ________ ________ ________ ________ ________ 1 16.215 -17.874 11.075 16.198 -17.719 Means C_Q ________ 1 10.843 Covariances I S Q C_I C_S ________ ________ ________ ________ ________ I 5.318 S 5.143 55.421 Q -4.183 -41.087 40.280 C_I 5.396 5.138 -4.112 5.498 C_S 5.844 57.802 -43.907 5.875 66.205 C_Q -4.192 -43.038 43.371 -3.981 -51.201 Covariances C_Q ________ C_Q 52.691 Correlations I S Q C_I C_S ________ ________ ________ ________ ________ I 1.000 S 0.300 1.000 Q -0.286 -0.870 1.000 C_I 0.998 0.294 -0.276 1.000 C_S 0.311 0.954 -0.850 0.308 1.000 C_Q -0.250 -0.796 0.941 -0.234 -0.867 Correlations C_Q ________ C_Q 1.000 PLOT INFORMATION The following plots are available: Histograms (sample values, estimated factor scores, estimated values) Scatterplots (sample values, estimated factor scores, estimated values) Sample means Estimated means Sample and estimated means Adjusted estimated means Observed individual values Estimated individual values Estimated means and observed individual values Estimated means and estimated individual values Adjusted estimated means and observed individual values Adjusted estimated means and estimated individual values Mixture distributions Estimated probabilities for a categorical latent variable as a function of its covariates Beginning Time: 11:31:14 Ending Time: 11:33:29 Elapsed Time: 00:02:15 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) 1998-2010 Muthen & Muthen