Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010 11:00 PM
INPUT INSTRUCTIONS
TITLE: app6
Latent Class Growth Analysis
3 trend classes for AUD, 1 chronic
combined with 3 classes for TD, 1 chronic
Data source: Jackson, K.M., Sher, K.J. & Wood, P.K. (2000).
Trajectories of concurrent substance use disorders: A developmental,
typological approach to comorbidity.
Alcoholism: Clinical and Experimental Research, 24, 902-913.
DATA: FILE IS raw5wwl2.dat;
VARIABLE: NAMES = AUDY1 AUDY2 AUDY3 AUDY4 AUDY7
TDY1 TDY2 TDY3 TDY4 TDY7;
USEVAR = AUDY1 AUDY2 AUDY3 AUDY4 AUDY7
TDY1 TDY2 TDY3 TDY4 TDY7;
CATEGORICAL = AUDY1 AUDY2 AUDY3 AUDY4 AUDY7
TDY1 TDY2 TDY3 TDY4 TDY7;
CLASSES = C(9);
ANALYSIS: TYPE = MIXTURE;
MODEL: %OVERALL%
f1a BY AUDY1@1 AUDY2@1 AUDY3@1 AUDY4@1 AUDY7@1;
f2a BY AUDY1@0 AUDY2@1 AUDY3@2 AUDY4@3 AUDY7@6;
f1t BY tdy1@1 tdy2@1 tdy3@1 tdy4@1 tdy7@1;
f2t BY tdy1@0 tdy2@1 tdy3@2 tdy4@3 tdy7@6;
[audy1$1-tdy7$1@0];
%c#1%
!low, low
[f1a*-3.4](1);
[f2a*0] (2);
[f1t*-5.2] (3);
[f2t*.3](4);
%c#2%
!low, up
[f1a*-3.4](1);
[f2a*0](2);
[f1t*-.13](5);
[f2t*.15](6);
%c#3%
!low, chronic
[f1a*-3.4](1);
[f2a*0](2);
[f1t@10 f2t@0];
%c#4%
!down, low
[f1a*.59](7);
[f2a*-.22](8);
[f1t*-5.2] (3);
[f2t*.3](4);
%c#5%
!down, up
[f1a*.59](7);
[f2a*-.22](8);
[f1t*-.13](5);
[f2t*.15](6);
%c#6%
!down, chronic
[f1a*.59](7);
[f2a*-.22](8);
[f1t@10 f2t@0];
%c#7%
!chronic, low
[f1a@10 f2a@0];
[f1t*-5.2] (3);
[f2t*.3](4);
%c#8%
!chronic, up
[f1a@10 f2a@0];
[f1t*-.13](5);
[f2t*.15](6);
%c#9%
!chronic, chronic
[f1a@10 f2a@0];
[f1t@10 f2t@0];
OUTPUT: TECH8;
INPUT READING TERMINATED NORMALLY
app6
Latent Class Growth Analysis
3 trend classes for AUD, 1 chronic
combined with 3 classes for TD, 1 chronic
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 450
Number of dependent variables 10
Number of independent variables 0
Number of continuous latent variables 4
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
AUDY1 AUDY2 AUDY3 AUDY4 AUDY7 TDY1
TDY2 TDY3 TDY4 TDY7
Continuous latent variables
F1A F2A F1T F2T
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
Optimization algorithm EMA
Random Starts Specifications
Number of initial stage random starts 10
Number of final stage optimizations 2
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
Link LOGIT
Input data file(s)
raw5wwl2.dat
Input data format FREE
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
AUDY1
Category 1 0.762 343.000
Category 2 0.238 107.000
AUDY2
Category 1 0.780 351.000
Category 2 0.220 99.000
AUDY3
Category 1 0.798 359.000
Category 2 0.202 91.000
AUDY4
Category 1 0.813 366.000
Category 2 0.187 84.000
AUDY7
Category 1 0.838 377.000
Category 2 0.162 73.000
TDY1
Category 1 0.898 404.000
Category 2 0.102 46.000
TDY2
Category 1 0.873 393.000
Category 2 0.127 57.000
TDY3
Category 1 0.880 396.000
Category 2 0.120 54.000
TDY4
Category 1 0.849 382.000
Category 2 0.151 68.000
TDY7
Category 1 0.844 380.000
Category 2 0.156 70.000
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:
-1401.395 unperturbed 0
-1401.395 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.
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -1401.395
H0 Scaling Correction Factor 1.142
for MLR
Information Criteria
Number of Free Parameters 16
Akaike (AIC) 2834.790
Bayesian (BIC) 2900.538
Sample-Size Adjusted BIC 2849.760
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 975.110
Degrees of Freedom 1007
P-Value 0.7591
Likelihood Ratio Chi-Square
Value 351.485
Degrees of Freedom 1007
P-Value 1.0000
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 275.06252 0.61125
2 36.14150 0.08031
3 0.58322 0.00130
4 65.67371 0.14594
5 30.96247 0.06881
6 15.67612 0.03484
7 16.43344 0.03652
8 8.19785 0.01822
9 1.26917 0.00282
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 275.06252 0.61125
2 36.14151 0.08031
3 0.58322 0.00130
4 65.67371 0.14594
5 30.96246 0.06881
6 15.67612 0.03484
7 16.43345 0.03652
8 8.19784 0.01822
9 1.26917 0.00282
CLASSIFICATION QUALITY
Entropy 0.898
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 290 0.64444
2 30 0.06667
3 0 0.00000
4 52 0.11556
5 33 0.07333
6 16 0.03556
7 16 0.03556
8 11 0.02444
9 2 0.00444
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3 4 5 6 7 8 9
1 0.940 0.017 0.000 0.040 0.004 0.000 0.000 0.000 0.000
2 0.004 0.921 0.017 0.000 0.044 0.015 0.000 0.000 0.000
3 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
4 0.038 0.000 0.000 0.949 0.012 0.000 0.000 0.000 0.000
5 0.014 0.104 0.000 0.091 0.790 0.000 0.000 0.000 0.000
6 0.000 0.010 0.005 0.000 0.060 0.925 0.000 0.000 0.000
7 0.000 0.000 0.000 0.098 0.001 0.000 0.888 0.012 0.000
8 0.000 0.000 0.000 0.022 0.073 0.000 0.202 0.703 0.000
9 0.000 0.000 0.000 0.000 0.014 0.217 0.000 0.135 0.634
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A -3.595 0.434 -8.292 0.000
F2A 0.017 0.114 0.149 0.881
F1T -5.828 1.259 -4.631 0.000
F2T 0.339 0.228 1.488 0.137
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 2
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A -3.595 0.434 -8.292 0.000
F2A 0.017 0.114 0.149 0.881
F1T -0.303 0.281 -1.078 0.281
F2T 0.144 0.073 1.981 0.048
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 3
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A -3.595 0.434 -8.292 0.000
F2A 0.017 0.114 0.149 0.881
F1T 10.000 0.000 999.000 999.000
F2T 0.000 0.000 999.000 999.000
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 4
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 0.506 0.217 2.329 0.020
F2A -0.212 0.054 -3.936 0.000
F1T -5.828 1.259 -4.631 0.000
F2T 0.339 0.228 1.488 0.137
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 5
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 0.506 0.217 2.329 0.020
F2A -0.212 0.054 -3.936 0.000
F1T -0.303 0.281 -1.078 0.281
F2T 0.144 0.073 1.981 0.048
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 6
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 0.506 0.217 2.329 0.020
F2A -0.212 0.054 -3.936 0.000
F1T 10.000 0.000 999.000 999.000
F2T 0.000 0.000 999.000 999.000
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 7
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 10.000 0.000 999.000 999.000
F2A 0.000 0.000 999.000 999.000
F1T -5.828 1.259 -4.631 0.000
F2T 0.339 0.228 1.488 0.137
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 8
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 10.000 0.000 999.000 999.000
F2A 0.000 0.000 999.000 999.000
F1T -0.303 0.281 -1.078 0.281
F2T 0.144 0.073 1.981 0.048
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Latent Class 9
F1A BY
AUDY1 1.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 1.000 0.000 999.000 999.000
AUDY4 1.000 0.000 999.000 999.000
AUDY7 1.000 0.000 999.000 999.000
F2A BY
AUDY1 0.000 0.000 999.000 999.000
AUDY2 1.000 0.000 999.000 999.000
AUDY3 2.000 0.000 999.000 999.000
AUDY4 3.000 0.000 999.000 999.000
AUDY7 6.000 0.000 999.000 999.000
F1T BY
TDY1 1.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 1.000 0.000 999.000 999.000
TDY4 1.000 0.000 999.000 999.000
TDY7 1.000 0.000 999.000 999.000
F2T BY
TDY1 0.000 0.000 999.000 999.000
TDY2 1.000 0.000 999.000 999.000
TDY3 2.000 0.000 999.000 999.000
TDY4 3.000 0.000 999.000 999.000
TDY7 6.000 0.000 999.000 999.000
Means
F1A 10.000 0.000 999.000 999.000
F2A 0.000 0.000 999.000 999.000
F1T 10.000 0.000 999.000 999.000
F2T 0.000 0.000 999.000 999.000
Thresholds
AUDY1$1 0.000 0.000 999.000 999.000
AUDY2$1 0.000 0.000 999.000 999.000
AUDY3$1 0.000 0.000 999.000 999.000
AUDY4$1 0.000 0.000 999.000 999.000
AUDY7$1 0.000 0.000 999.000 999.000
TDY1$1 0.000 0.000 999.000 999.000
TDY2$1 0.000 0.000 999.000 999.000
TDY3$1 0.000 0.000 999.000 999.000
TDY4$1 0.000 0.000 999.000 999.000
TDY7$1 0.000 0.000 999.000 999.000
Categorical Latent Variables
Means
C#1 5.379 1.139 4.722 0.000
C#2 3.349 1.157 2.894 0.004
C#3 -0.778 3.251 -0.239 0.811
C#4 3.946 1.142 3.456 0.001
C#5 3.194 1.145 2.791 0.005
C#6 2.514 1.185 2.122 0.034
C#7 2.561 1.175 2.180 0.029
C#8 1.866 1.246 1.498 0.134
RESULTS IN PROBABILITY SCALE
Latent Class 1
AUDY1
Category 1 0.973 0.011 86.287 0.000
Category 2 0.027 0.011 2.370 0.018
AUDY2
Category 1 0.973 0.009 106.487 0.000
Category 2 0.027 0.009 2.975 0.003
AUDY3
Category 1 0.972 0.007 130.547 0.000
Category 2 0.028 0.007 3.710 0.000
AUDY4
Category 1 0.972 0.007 144.912 0.000
Category 2 0.028 0.007 4.189 0.000
AUDY7
Category 1 0.970 0.012 82.899 0.000
Category 2 0.030 0.012 2.522 0.012
TDY1
Category 1 0.997 0.004 270.743 0.000
Category 2 0.003 0.004 0.797 0.426
TDY2
Category 1 0.996 0.004 230.429 0.000
Category 2 0.004 0.004 0.952 0.341
TDY3
Category 1 0.994 0.005 200.954 0.000
Category 2 0.006 0.005 1.165 0.244
TDY4
Category 1 0.992 0.006 178.538 0.000
Category 2 0.008 0.006 1.453 0.146
TDY7
Category 1 0.978 0.012 81.117 0.000
Category 2 0.022 0.012 1.826 0.068
Latent Class 2
AUDY1
Category 1 0.973 0.011 86.287 0.000
Category 2 0.027 0.011 2.370 0.018
AUDY2
Category 1 0.973 0.009 106.487 0.000
Category 2 0.027 0.009 2.975 0.003
AUDY3
Category 1 0.972 0.007 130.547 0.000
Category 2 0.028 0.007 3.710 0.000
AUDY4
Category 1 0.972 0.007 144.912 0.000
Category 2 0.028 0.007 4.189 0.000
AUDY7
Category 1 0.970 0.012 82.899 0.000
Category 2 0.030 0.012 2.522 0.012
TDY1
Category 1 0.575 0.069 8.377 0.000
Category 2 0.425 0.069 6.188 0.000
TDY2
Category 1 0.540 0.063 8.604 0.000
Category 2 0.460 0.063 7.340 0.000
TDY3
Category 1 0.504 0.061 8.291 0.000
Category 2 0.496 0.061 8.168 0.000
TDY4
Category 1 0.468 0.063 7.373 0.000
Category 2 0.532 0.063 8.387 0.000
TDY7
Category 1 0.363 0.088 4.113 0.000
Category 2 0.637 0.088 7.204 0.000
Latent Class 3
AUDY1
Category 1 0.973 0.011 86.287 0.000
Category 2 0.027 0.011 2.370 0.018
AUDY2
Category 1 0.973 0.009 106.487 0.000
Category 2 0.027 0.009 2.975 0.003
AUDY3
Category 1 0.972 0.007 130.547 0.000
Category 2 0.028 0.007 3.710 0.000
AUDY4
Category 1 0.972 0.007 144.912 0.000
Category 2 0.028 0.007 4.189 0.000
AUDY7
Category 1 0.970 0.012 82.899 0.000
Category 2 0.030 0.012 2.522 0.012
TDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
Latent Class 4
AUDY1
Category 1 0.376 0.051 7.377 0.000
Category 2 0.624 0.051 12.236 0.000
AUDY2
Category 1 0.427 0.046 9.322 0.000
Category 2 0.573 0.046 12.511 0.000
AUDY3
Category 1 0.479 0.042 11.344 0.000
Category 2 0.521 0.042 12.320 0.000
AUDY4
Category 1 0.532 0.042 12.758 0.000
Category 2 0.468 0.042 11.212 0.000
AUDY7
Category 1 0.682 0.054 12.741 0.000
Category 2 0.318 0.054 5.933 0.000
TDY1
Category 1 0.997 0.004 270.743 0.000
Category 2 0.003 0.004 0.797 0.426
TDY2
Category 1 0.996 0.004 230.429 0.000
Category 2 0.004 0.004 0.952 0.341
TDY3
Category 1 0.994 0.005 200.954 0.000
Category 2 0.006 0.005 1.165 0.244
TDY4
Category 1 0.992 0.006 178.538 0.000
Category 2 0.008 0.006 1.453 0.146
TDY7
Category 1 0.978 0.012 81.117 0.000
Category 2 0.022 0.012 1.826 0.068
Latent Class 5
AUDY1
Category 1 0.376 0.051 7.377 0.000
Category 2 0.624 0.051 12.236 0.000
AUDY2
Category 1 0.427 0.046 9.322 0.000
Category 2 0.573 0.046 12.511 0.000
AUDY3
Category 1 0.479 0.042 11.344 0.000
Category 2 0.521 0.042 12.320 0.000
AUDY4
Category 1 0.532 0.042 12.758 0.000
Category 2 0.468 0.042 11.212 0.000
AUDY7
Category 1 0.682 0.054 12.741 0.000
Category 2 0.318 0.054 5.933 0.000
TDY1
Category 1 0.575 0.069 8.377 0.000
Category 2 0.425 0.069 6.188 0.000
TDY2
Category 1 0.540 0.063 8.604 0.000
Category 2 0.460 0.063 7.340 0.000
TDY3
Category 1 0.504 0.061 8.291 0.000
Category 2 0.496 0.061 8.168 0.000
TDY4
Category 1 0.468 0.063 7.373 0.000
Category 2 0.532 0.063 8.387 0.000
TDY7
Category 1 0.363 0.088 4.113 0.000
Category 2 0.637 0.088 7.204 0.000
Latent Class 6
AUDY1
Category 1 0.376 0.051 7.377 0.000
Category 2 0.624 0.051 12.236 0.000
AUDY2
Category 1 0.427 0.046 9.322 0.000
Category 2 0.573 0.046 12.511 0.000
AUDY3
Category 1 0.479 0.042 11.344 0.000
Category 2 0.521 0.042 12.320 0.000
AUDY4
Category 1 0.532 0.042 12.758 0.000
Category 2 0.468 0.042 11.212 0.000
AUDY7
Category 1 0.682 0.054 12.741 0.000
Category 2 0.318 0.054 5.933 0.000
TDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
Latent Class 7
AUDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY1
Category 1 0.997 0.004 270.743 0.000
Category 2 0.003 0.004 0.797 0.426
TDY2
Category 1 0.996 0.004 230.429 0.000
Category 2 0.004 0.004 0.952 0.341
TDY3
Category 1 0.994 0.005 200.954 0.000
Category 2 0.006 0.005 1.165 0.244
TDY4
Category 1 0.992 0.006 178.538 0.000
Category 2 0.008 0.006 1.453 0.146
TDY7
Category 1 0.978 0.012 81.117 0.000
Category 2 0.022 0.012 1.826 0.068
Latent Class 8
AUDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY1
Category 1 0.575 0.069 8.377 0.000
Category 2 0.425 0.069 6.188 0.000
TDY2
Category 1 0.540 0.063 8.604 0.000
Category 2 0.460 0.063 7.340 0.000
TDY3
Category 1 0.504 0.061 8.291 0.000
Category 2 0.496 0.061 8.168 0.000
TDY4
Category 1 0.468 0.063 7.373 0.000
Category 2 0.532 0.063 8.387 0.000
TDY7
Category 1 0.363 0.088 4.113 0.000
Category 2 0.637 0.088 7.204 0.000
Latent Class 9
AUDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
AUDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY1
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY2
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY3
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY4
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
TDY7
Category 1 0.000 0.000 0.000 1.000
Category 2 1.000 0.000 0.000 1.000
LATENT CLASS ODDS RATIO RESULTS
Latent Class 1 Compared to Latent Class 2
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 1 Compared to Latent Class 3
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 1 Compared to Latent Class 4
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 1 Compared to Latent Class 5
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 1 Compared to Latent Class 6
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 1 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 1 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 1 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 2 Compared to Latent Class 3
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
Latent Class 2 Compared to Latent Class 4
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 250.996 300.401 0.836 0.403
TDY2
Category > 1 206.490 196.563 1.050 0.293
TDY3
Category > 1 169.875 122.796 1.383 0.167
TDY4
Category > 1 139.753 74.148 1.885 0.059
TDY7
Category > 1 77.814 50.073 1.554 0.120
Latent Class 2 Compared to Latent Class 5
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 2 Compared to Latent Class 6
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
Latent Class 2 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 250.996 300.401 0.836 0.403
TDY2
Category > 1 206.490 196.563 1.050 0.293
TDY3
Category > 1 169.875 122.796 1.383 0.167
TDY4
Category > 1 139.753 74.148 1.885 0.059
TDY7
Category > 1 77.814 50.073 1.554 0.120
Latent Class 2 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 2 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
Latent Class 3 Compared to Latent Class 4
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 ********* ********* 0.795 0.427
TDY2
Category > 1 ********* ********* 0.948 0.343
TDY3
Category > 1 ********* ********* 1.159 0.247
TDY4
Category > 1 ********* ********* 1.442 0.149
TDY7
Category > 1 ********* ********* 1.786 0.074
Latent Class 3 Compared to Latent Class 5
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 29816.617 8377.856 3.559 0.000
TDY2
Category > 1 25820.330 6518.543 3.961 0.000
TDY3
Category > 1 22359.639 5434.310 4.115 0.000
TDY4
Category > 1 19362.781 4934.716 3.924 0.000
TDY7
Category > 1 12574.118 4802.753 2.618 0.009
Latent Class 3 Compared to Latent Class 6
AUDY1
Category > 1 0.017 0.007 2.451 0.014
AUDY2
Category > 1 0.021 0.006 3.333 0.001
AUDY3
Category > 1 0.026 0.006 4.443 0.000
AUDY4
Category > 1 0.033 0.007 4.544 0.000
AUDY7
Category > 1 0.065 0.034 1.945 0.052
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 3 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 ********* ********* 0.795 0.427
TDY2
Category > 1 ********* ********* 0.948 0.343
TDY3
Category > 1 ********* ********* 1.159 0.247
TDY4
Category > 1 ********* ********* 1.442 0.149
TDY7
Category > 1 ********* ********* 1.786 0.074
Latent Class 3 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 29816.617 8377.856 3.559 0.000
TDY2
Category > 1 25820.330 6518.543 3.961 0.000
TDY3
Category > 1 22359.639 5434.310 4.115 0.000
TDY4
Category > 1 19362.781 4934.716 3.924 0.000
TDY7
Category > 1 12574.118 4802.753 2.618 0.009
Latent Class 3 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 2.307 0.021
AUDY2
Category > 1 0.000 0.000 2.894 0.004
AUDY3
Category > 1 0.000 0.000 3.607 0.000
AUDY4
Category > 1 0.000 0.000 4.071 0.000
AUDY7
Category > 1 0.000 0.000 2.447 0.014
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 4 Compared to Latent Class 5
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 4 Compared to Latent Class 6
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 4 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 4 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 4 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 5 Compared to Latent Class 6
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
Latent Class 5 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 250.996 300.401 0.836 0.403
TDY2
Category > 1 206.490 196.563 1.050 0.293
TDY3
Category > 1 169.875 122.796 1.383 0.167
TDY4
Category > 1 139.753 74.148 1.885 0.059
TDY7
Category > 1 77.814 50.073 1.554 0.120
Latent Class 5 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 5 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
Latent Class 6 Compared to Latent Class 7
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 ********* ********* 0.795 0.427
TDY2
Category > 1 ********* ********* 0.948 0.343
TDY3
Category > 1 ********* ********* 1.159 0.247
TDY4
Category > 1 ********* ********* 1.442 0.149
TDY7
Category > 1 ********* ********* 1.786 0.074
Latent Class 6 Compared to Latent Class 8
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 29816.617 8377.856 3.559 0.000
TDY2
Category > 1 25820.330 6518.543 3.961 0.000
TDY3
Category > 1 22359.639 5434.310 4.115 0.000
TDY4
Category > 1 19362.781 4934.716 3.924 0.000
TDY7
Category > 1 12574.118 4802.753 2.618 0.009
Latent Class 6 Compared to Latent Class 9
AUDY1
Category > 1 0.000 0.000 4.602 0.000
AUDY2
Category > 1 0.000 0.000 5.342 0.000
AUDY3
Category > 1 0.000 0.000 5.906 0.000
AUDY4
Category > 1 0.000 0.000 5.967 0.000
AUDY7
Category > 1 0.000 0.000 4.048 0.000
TDY1
Category > 1 1.000 0.000 999.000 999.000
TDY2
Category > 1 1.000 0.000 999.000 999.000
TDY3
Category > 1 1.000 0.000 999.000 999.000
TDY4
Category > 1 1.000 0.000 999.000 999.000
TDY7
Category > 1 1.000 0.000 999.000 999.000
Latent Class 7 Compared to Latent Class 8
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.004 0.005 0.836 0.403
TDY2
Category > 1 0.005 0.005 1.050 0.293
TDY3
Category > 1 0.006 0.004 1.383 0.167
TDY4
Category > 1 0.007 0.004 1.885 0.059
TDY7
Category > 1 0.013 0.008 1.554 0.120
Latent Class 7 Compared to Latent Class 9
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 0.795 0.427
TDY2
Category > 1 0.000 0.000 0.948 0.343
TDY3
Category > 1 0.000 0.000 1.159 0.247
TDY4
Category > 1 0.000 0.000 1.442 0.149
TDY7
Category > 1 0.000 0.000 1.786 0.074
Latent Class 8 Compared to Latent Class 9
AUDY1
Category > 1 1.000 0.000 999.000 999.000
AUDY2
Category > 1 1.000 0.000 999.000 999.000
AUDY3
Category > 1 1.000 0.000 999.000 999.000
AUDY4
Category > 1 1.000 0.000 999.000 999.000
AUDY7
Category > 1 1.000 0.000 999.000 999.000
TDY1
Category > 1 0.000 0.000 3.559 0.000
TDY2
Category > 1 0.000 0.000 3.961 0.000
TDY3
Category > 1 0.000 0.000 4.115 0.000
TDY4
Category > 1 0.000 0.000 3.924 0.000
TDY7
Category > 1 0.000 0.000 2.618 0.009
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.736E-04
(ratio of smallest to largest eigenvalue)
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17875575D+04 0.0000000 0.0000000 251.721 42.039 EM
3.475 80.113
30.800 13.727
17.680 8.597
1.848
2 -0.14057660D+04 381.7915716 0.2135828 262.825 36.660 EM
1.699 73.804
32.521 15.425
16.488 8.937
1.642
3 -0.14024293D+04 3.3367201 0.0023736 266.601 35.471 EM
1.179 71.133
33.271 15.672
16.206 8.960
1.507
4 -0.14019034D+04 0.5258152 0.0003749 268.495 35.336 EM
0.954 69.690
33.320 15.720
16.169 8.879
1.436
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.33223770D+04 0.0000000 0.0000000 81.858 102.044 EM
12.991 64.789
105.359 12.156
26.533 33.881
10.390
2 -0.17532357D+04 1569.1413106 0.4722948 104.959 112.856 EM
10.231 74.436
105.223 7.096
11.543 20.202
3.453
3 -0.16437233D+04 109.5123433 0.0624630 125.568 91.713 EM
11.877 96.592
89.056 6.132
9.690 17.336
2.037
4 -0.16085491D+04 35.1742518 0.0213991 140.032 74.170 EM
13.900 118.039
70.668 4.085
10.128 16.955
2.022
5 -0.15638690D+04 44.6800980 0.0277766 141.681 60.358 EM
16.009 146.816
54.190 1.919
11.379 15.649
1.998
6 -0.15034913D+04 60.3776815 0.0386079 124.574 51.357 EM
17.028 184.453
42.925 0.793
13.042 13.869
1.958
7 -0.14497991D+04 53.6922152 0.0357117 102.041 46.696 EM
17.193 217.419
37.632 0.414
14.244 12.472
1.889
8 -0.14202545D+04 29.5446255 0.0203784 87.945 44.297 EM
17.026 235.568
36.684 0.303
14.640 11.741
1.794
9 -0.14108319D+04 9.4226009 0.0066344 81.577 42.821 EM
16.837 243.556
37.222 0.282
14.643 11.357
1.704
10 -0.14077856D+04 3.0462543 0.0021592 77.862 41.610 EM
16.712 248.305
37.847 0.294
14.619 11.108
1.642
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.37513564D+04 0.0000000 0.0000000 4.628 19.630 EM
10.233 107.125
221.621 36.780
24.202 15.830
9.951
2 -0.17317845D+04 2019.5718863 0.5383578 10.892 25.283 EM
10.306 127.094
230.927 15.907
18.211 8.827
2.552
3 -0.15479852D+04 183.7993494 0.1061329 18.271 30.914 EM
11.609 108.522
246.695 6.918
16.856 8.532
1.684
4 -0.14661703D+04 81.8148648 0.0528525 23.360 38.459 EM
13.989 77.462
267.695 4.594
13.644 9.513
1.284
5 -0.14287720D+04 37.3983215 0.0255075 26.524 43.988 EM
14.976 60.899
276.875 3.602
11.451 10.639
1.046
6 -0.14135910D+04 15.1809677 0.0106252 28.417 48.188 EM
15.399 53.609
278.414 2.904
10.418 11.698
0.954
7 -0.14084759D+04 5.1151478 0.0036185 29.794 51.202 EM
15.635 50.445
277.053 2.375
10.131 12.415
0.951
8 -0.14064374D+04 2.0385141 0.0014473 30.849 53.420 EM
15.792 48.649
275.289 2.000
10.135 12.871
0.996
9 -0.14053385D+04 1.0988646 0.0007813 31.647 55.136 EM
15.891 47.318
273.821 1.743
10.200 13.184
1.061
10 -0.14046236D+04 0.7149097 0.0005087 32.234 56.520 EM
15.948 46.162
272.776 1.563
10.246 13.424
1.127
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.28943064D+04 0.0000000 0.0000000 28.375 258.048 EM
12.577 16.825
88.268 21.092
7.773 15.081
1.960
2 -0.14532004D+04 1441.1059405 0.4979106 33.307 258.715 EM
2.595 28.089
85.725 15.756
8.738 15.537
1.538
3 -0.14175770D+04 35.6233995 0.0245138 33.963 257.615 EM
1.408 32.235
82.860 15.564
9.361 15.551
1.443
4 -0.14119489D+04 5.6281697 0.0039703 33.454 258.633 EM
1.004 33.431
81.158 15.755
9.431 15.694
1.441
5 -0.14087072D+04 3.2416941 0.0022959 33.227 260.866 EM
0.800 33.840
78.795 15.832
9.361 15.843
1.438
6 -0.14056537D+04 3.0534770 0.0021676 33.338 264.077 EM
0.683 33.691
75.726 15.848
9.185 16.024
1.428
7 -0.14033169D+04 2.3368017 0.0016624 33.727 266.940 EM
0.616 33.281
73.028 15.829
8.973 16.196
1.410
8 -0.14022132D+04 1.1037333 0.0007865 34.172 268.873 EM
0.578 32.873
71.214 15.797
8.777 16.327
1.389
9 -0.14017960D+04 0.4171212 0.0002975 34.562 270.177 EM
0.555 32.536
69.995 15.769
8.624 16.412
1.370
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.25062693D+04 0.0000000 0.0000000 16.822 145.148 EM
3.215 22.442
212.549 20.534
8.076 19.206
2.009
2 -0.15329900D+04 973.2792861 0.3883379 17.902 175.524 EM
0.869 29.074
180.687 16.993
7.720 19.307
1.923
3 -0.14681020D+04 64.8879766 0.0423277 20.415 205.568 EM
0.336 34.661
144.010 16.241
8.013 19.055
1.701
4 -0.14334130D+04 34.6890291 0.0236285 22.356 227.178 EM
0.172 35.589
120.356 15.850
7.922 18.966
1.610
5 -0.14174558D+04 15.9571470 0.0111323 24.539 237.659 EM
0.111 35.489
108.427 15.645
7.811 18.765
1.553
6 -0.14124064D+04 5.0494128 0.0035623 26.167 241.924 EM
0.082 35.394
103.056 15.580
7.770 18.509
1.518
7 -0.14109392D+04 1.4672059 0.0010388 27.199 243.869 EM
0.066 35.466
100.218 15.603
7.814 18.265
1.502
8 -0.14103466D+04 0.5925766 0.0004200 27.860 244.986 EM
0.055 35.608
98.375 15.660
7.903 18.058
1.496
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.41492528D+04 0.0000000 0.0000000 350.816 18.605 EM
9.381 16.480
3.108 3.755
40.955 3.580
3.319
2 -0.15682928D+04 2580.9600517 0.6220301 348.956 27.805 EM
8.155 25.411
6.333 7.060
21.642 3.232
1.407
3 -0.14856336D+04 82.6591990 0.0527065 330.423 32.480 EM
5.195 36.973
11.620 10.179
18.941 3.317
0.872
4 -0.14405773D+04 45.0562932 0.0303280 315.146 36.348 EM
3.590 44.342
16.673 12.101
17.393 3.753
0.653
5 -0.14219532D+04 18.6241007 0.0129282 305.593 37.738 EM
2.577 49.673
19.785 13.048
16.812 4.218
0.557
6 -0.14127545D+04 9.1987072 0.0064691 298.568 38.116 EM
1.937 53.580
21.889 13.833
16.716 4.810
0.551
7 -0.14079395D+04 4.8150048 0.0034082 293.459 37.955 EM
1.506 56.393
23.470 14.433
16.754 5.435
0.596
8 -0.14052805D+04 2.6589810 0.0018886 289.651 37.634 EM
1.215 58.448
24.746 14.839
16.790 6.002
0.674
9 -0.14037517D+04 1.5288046 0.0010879 286.747 37.307 EM
1.019 59.997
25.804 15.089
16.800 6.467
0.770
10 -0.14028514D+04 0.9002393 0.0006413 284.492 37.023 EM
0.887 61.190
26.688 15.238
16.788 6.825
0.869
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.86570723D+04 0.0000000 0.0000000 102.625 7.670 EM
0.856 276.998
4.275 7.905
40.696 7.968
1.007
2 -0.16151080D+04 7041.9643175 0.8134348 121.368 10.121 EM
0.172 261.570
14.743 12.424
24.541 4.710
0.351
3 -0.15265213D+04 88.5867526 0.0548488 157.308 13.022 EM
0.058 210.598
25.382 14.707
23.021 5.261
0.645
4 -0.14774047D+04 49.1165552 0.0321755 190.388 14.892 EM
0.019 169.409
32.382 14.083
22.233 5.660
0.934
5 -0.14438282D+04 33.5765248 0.0227267 214.429 17.658 EM
0.008 139.709
35.586 13.978
21.372 6.063
1.196
6 -0.14249789D+04 18.8492644 0.0130551 227.368 20.791 EM
0.004 123.245
36.005 14.235
20.618 6.377
1.357
7 -0.14171835D+04 7.7954129 0.0054705 232.946 23.268 EM
0.003 115.349
35.754 14.615
19.960 6.671
1.434
8 -0.14143917D+04 2.7917734 0.0019699 235.253 24.793 EM
0.002 111.367
35.759 14.973
19.408 6.974
1.471
9 -0.14131518D+04 1.2399695 0.0008767 236.542 25.688 EM
0.001 108.791
35.999 15.250
18.969 7.267
1.492
10 -0.14122341D+04 0.9176975 0.0006494 237.809 26.285 EM
0.001 106.506
36.292 15.451
18.624 7.528
1.505
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.30886097D+04 0.0000000 0.0000000 329.988 17.127 EM
14.467 34.205
5.901 6.042
33.000 4.730
4.538
2 -0.15497681D+04 1538.8415704 0.4982312 329.061 25.023 EM
7.931 41.925
8.560 9.555
22.009 4.094
1.840
3 -0.14612213D+04 88.5467926 0.0571355 312.423 29.161 EM
3.893 50.279
15.481 12.554
20.424 4.420
1.364
4 -0.14256254D+04 35.5959760 0.0243604 302.723 32.791 EM
2.423 54.325
19.916 13.432
18.615 4.730
1.046
5 -0.14126033D+04 13.0220527 0.0091343 295.660 34.911 EM
1.672 57.569
22.309 13.945
17.879 5.134
0.920
6 -0.14069078D+04 5.6955425 0.0040319 290.797 35.857 EM
1.243 59.758
23.893 14.402
17.562 5.593
0.895
7 -0.14043800D+04 2.5277833 0.0017967 287.425 36.159 EM
0.983 61.196
25.138 14.752
17.382 6.047
0.917
8 -0.14031503D+04 1.2296611 0.0008756 284.955 36.215 EM
0.823 62.193
26.161 14.996
17.247 6.449
0.961
9 -0.14024791D+04 0.6712216 0.0004784 283.070 36.189 EM
0.721 62.935
26.999 15.163
17.132 6.779
1.011
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.33664219D+04 0.0000000 0.0000000 343.738 6.098 EM
12.137 52.834
15.382 13.087
4.388 1.593
0.743
2 -0.15970519D+04 1769.3699458 0.5255936 337.978 9.358 EM
6.856 59.719
13.618 14.058
6.651 1.286
0.476
3 -0.15177765D+04 79.2754419 0.0496386 321.858 19.260 EM
4.957 60.612
17.546 14.565
9.136 1.722
0.345
4 -0.14434938D+04 74.2826516 0.0489418 308.310 28.810 EM
3.194 60.809
20.442 13.564
12.293 2.302
0.277
5 -0.14204868D+04 23.0070267 0.0159384 299.756 33.596 EM
2.124 60.310
22.300 13.658
14.841 3.129
0.286
6 -0.14108972D+04 9.5895512 0.0067509 294.174 35.597 EM
1.506 60.254
23.507 14.167
16.332 4.118
0.345
7 -0.14065598D+04 4.3374258 0.0030742 290.298 36.259 EM
1.138 60.687
24.488 14.642
16.977 5.068
0.444
8 -0.14044105D+04 2.1492833 0.0015280 287.385 36.410 EM
0.914 61.370
25.395 14.965
17.158 5.829
0.574
9 -0.14032338D+04 1.1767118 0.0008379 285.097 36.391 EM
0.775 62.102
26.234 15.156
17.147 6.381
0.718
10 -0.14025461D+04 0.6876780 0.0004901 283.265 36.323 EM
0.687 62.773
26.985 15.268
17.077 6.769
0.853
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.33905939D+04 0.0000000 0.0000000 331.400 15.458 EM
15.170 35.778
2.590 5.071
26.681 11.578
6.274
2 -0.15587374D+04 1831.8564647 0.5402760 336.536 26.881 EM
9.340 39.364
6.288 8.852
16.368 4.778
1.594
3 -0.14718171D+04 86.9203411 0.0557633 322.941 30.634 EM
5.548 46.596
11.516 11.796
15.918 4.119
0.932
4 -0.14348448D+04 36.9723208 0.0251202 310.231 34.980 EM
3.650 50.097
17.098 13.019
15.824 4.425
0.676
5 -0.14186303D+04 16.2144517 0.0113005 301.853 36.682 EM
2.526 53.452
20.312 13.607
16.182 4.798
0.588
6 -0.14105679D+04 8.0624700 0.0056833 295.707 37.334 EM
1.849 56.144
22.384 14.179
16.522 5.288
0.594
7 -0.14065329D+04 4.0350046 0.0028606 291.288 37.361 EM
1.417 58.188
23.928 14.635
16.729 5.803
0.651
8 -0.14044198D+04 2.1130291 0.0015023 287.994 37.179 EM
1.139 59.747
25.172 14.947
16.818 6.268
0.736
9 -0.14032357D+04 1.1841515 0.0008432 285.468 36.956 EM
0.959 60.965
26.189 15.143
16.837 6.651
0.832
10 -0.14025412D+04 0.6944865 0.0004949 283.493 36.751 EM
0.839 61.927
27.025 15.265
16.822 6.952
0.925
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.64467040D+04 0.0000000 0.0000000 211.704 175.991 EM
31.563 2.996
1.702 2.512
21.081 0.098
2.352
2 -0.16721960D+04 4774.5079670 0.7406123 208.973 192.731 EM
18.596 3.351
1.795 1.320
22.113 0.100
1.022
3 -0.16260174D+04 46.1785682 0.0276155 173.024 223.991 EM
16.078 6.990
3.997 3.097
21.768 0.131
0.924
4 -0.15644667D+04 61.5507486 0.0378537 133.336 249.877 EM
13.038 15.610
10.826 6.297
20.122 0.189
0.705
5 -0.15061714D+04 58.2952872 0.0372621 100.645 269.120 EM
10.501 21.855
20.547 8.903
17.571 0.307
0.551
6 -0.14672203D+04 38.9510396 0.0258610 79.380 280.096 EM
8.352 24.100
31.521 11.044
14.529 0.543
0.434
7 -0.14422380D+04 24.9823175 0.0170270 67.072 284.053 EM
6.470 24.952
41.235 12.808
12.034 1.022
0.353
8 -0.14280837D+04 14.1543337 0.0098141 60.472 283.698 EM
5.032 26.085
47.916 14.034
10.526 1.935
0.302
9 -0.14205411D+04 7.5426207 0.0052816 56.856 281.560 EM
4.021 27.483
51.563 14.822
9.871 3.545
0.280
10 -0.14156217D+04 4.9193752 0.0034630 54.604 279.100 EM
3.287 28.761
52.915 15.377
9.709 5.959
0.289
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
9 -0.14017960D+04 0.4171212 0.0002975 34.562 270.177 EM
0.555 32.536
69.995 15.769
8.624 16.412
1.370
10 -0.14016255D+04 0.1705521 0.0001217 34.879 271.129 EM
0.543 32.265
69.109 15.748
8.513 16.460
1.354
11 -0.14015399D+04 0.0855679 0.0000610 35.132 271.866 EM
0.535 32.045
68.428 15.734
8.434 16.484
1.341
12 -0.14014897D+04 0.0502443 0.0000358 35.336 272.455 EM
0.532 31.863
67.889 15.725
8.379 16.491
1.329
13 -0.14014578D+04 0.0318864 0.0000228 35.499 272.932 EM
0.532 31.712
67.457 15.718
8.339 16.490
1.320
14 -0.14014369D+04 0.0208916 0.0000149 35.630 273.321 EM
0.534 31.586
67.110 15.713
8.310 16.485
1.311
15 -0.14014230D+04 0.0138584 0.0000099 35.736 273.637 EM
0.537 31.480
66.831 15.708
8.289 16.478
1.304
16 -0.14014138D+04 0.0092368 0.0000066 35.820 273.896 EM
0.540 31.392
66.607 15.704
8.272 16.470
1.298
17 -0.14014076D+04 0.0061679 0.0000044 35.887 274.108 EM
0.544 31.318
66.426 15.701
8.259 16.464
1.293
18 -0.14014035D+04 0.0041221 0.0000029 35.941 274.281 EM
0.548 31.257
66.280 15.698
8.249 16.457
1.289
19 -0.14014008D+04 0.0027564 0.0000020 35.983 274.422 EM
0.553 31.206
66.163 15.695
8.240 16.452
1.286
20 -0.14013989D+04 0.0018442 0.0000013 36.017 274.537 EM
0.556 31.164
66.069 15.693
8.233 16.448
1.283
21 -0.14013977D+04 0.0012347 0.0000009 36.043 274.632 EM
0.560 31.129
65.993 15.691
8.228 16.445
1.280
22 -0.14013969D+04 0.0008273 0.0000006 36.064 274.709 EM
0.563 31.100
65.932 15.689
8.223 16.442
1.278
23 -0.14013963D+04 0.0005548 0.0000004 36.081 274.773 EM
0.566 31.076
65.882 15.687
8.219 16.440
1.277
24 -0.14013959D+04 0.0003724 0.0000003 36.094 274.825 EM
0.569 31.057
65.842 15.685
8.216 16.438
1.275
25 -0.14013957D+04 0.0002502 0.0000002 36.104 274.867 EM
0.571 31.040
65.810 15.684
8.213 16.437
1.274
26 -0.14013955D+04 0.0001683 0.0000001 36.112 274.902 EM
0.573 31.027
65.784 15.683
8.210 16.436
1.273
27 -0.14013954D+04 0.0001133 0.0000001 36.118 274.930 EM
0.574 31.016
65.763 15.682
8.208 16.435
1.273
28 -0.14013953D+04 0.0000763 0.0000001 36.123 274.954 EM
0.576 31.007
65.746 15.681
8.207 16.435
1.272
29 -0.14013953D+04 0.0000514 0.0000000 36.127 274.973 EM
0.577 30.999
65.732 15.680
8.205 16.434
1.271
30 -0.14013952D+04 0.0000347 0.0000000 36.130 274.989 EM
0.578 30.993
65.721 15.680
8.204 16.434
1.271
31 -0.14013952D+04 0.0000234 0.0000000 36.133 275.002 EM
0.579 30.988
65.712 15.679
8.203 16.434
1.271
32 -0.14013952D+04 0.0000158 0.0000000 36.135 275.013 EM
0.580 30.983
65.705 15.679
8.202 16.433
1.270
33 -0.14013952D+04 0.0000107 0.0000000 36.136 275.021 EM
0.580 30.980
65.699 15.678
8.202 16.433
1.270
34 -0.14013952D+04 0.0000073 0.0000000 36.137 275.029 EM
0.581 30.977
65.694 15.678
8.201 16.433
1.270
35 -0.14013952D+04 0.0000049 0.0000000 36.138 275.034 EM
0.581 30.974
65.690 15.678
8.201 16.433
1.270
36 -0.14013952D+04 0.0000033 0.0000000 36.139 275.039 EM
0.582 30.972
65.687 15.677
8.200 16.433
1.270
37 -0.14013952D+04 0.0000023 0.0000000 36.140 275.043 EM
0.582 30.971
65.685 15.677
8.200 16.433
1.270
38 -0.14013952D+04 0.0000015 0.0000000 36.140 275.047 EM
0.582 30.969
65.682 15.677
8.199 16.433
1.270
39 -0.14013952D+04 0.0000030 0.0000000 36.141 275.059 FS
0.583 30.965
65.675 15.676
8.199 16.433
1.269
40 -0.14013952D+04 0.0000002 0.0000000 36.142 275.061 FS
0.583 30.963
65.674 15.676
8.198 16.433
1.269
41 -0.14013952D+04 0.0000000 0.0000000 36.142 275.062 FS
0.583 30.963
65.674 15.676
8.198 16.433
1.269
42 -0.14013952D+04 0.0000000 0.0000000 36.142 275.062 FS
0.583 30.963
65.674 15.676
8.198 16.433
1.269
43 -0.14013952D+04 0.0000000 0.0000000 36.142 275.062 FS
0.583 30.963
65.674 15.676
8.198 16.433
1.269
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
4 -0.14019034D+04 0.5258152 0.0003749 268.495 35.336 EM
0.954 69.690
33.320 15.720
16.169 8.879
1.436
5 -0.14017172D+04 0.1862034 0.0001328 269.743 35.453 EM
0.835 68.748
33.108 15.738
16.193 8.785
1.398
6 -0.14016128D+04 0.1044457 0.0000745 270.682 35.611 EM
0.763 68.066
32.835 15.745
16.223 8.700
1.374
7 -0.14015452D+04 0.0675560 0.0000482 271.432 35.754 EM
0.717 67.546
32.572 15.746
16.248 8.628
1.356
8 -0.14014996D+04 0.0456095 0.0000325 272.044 35.871 EM
0.686 67.140
32.336 15.744
16.267 8.568
1.342
9 -0.14014683D+04 0.0313109 0.0000223 272.550 35.962 EM
0.665 66.821
32.132 15.740
16.284 8.517
1.331
10 -0.14014466D+04 0.0216838 0.0000155 272.969 36.030 EM
0.650 66.568
31.956 15.735
16.297 8.473
1.321
11 -0.14014315D+04 0.0151045 0.0000108 273.317 36.081 EM
0.639 66.369
31.806 15.729
16.310 8.436
1.313
12 -0.14014210D+04 0.0105704 0.0000075 273.605 36.118 EM
0.630 66.212
31.679 15.724
16.321 8.405
1.306
13 -0.14014135D+04 0.0074278 0.0000053 273.846 36.144 EM
0.624 66.089
31.571 15.718
16.331 8.377
1.300
14 -0.14014083D+04 0.0052399 0.0000037 274.045 36.162 EM
0.619 65.992
31.479 15.713
16.341 8.353
1.295
15 -0.14014046D+04 0.0037106 0.0000026 274.212 36.174 EM
0.615 65.916
31.402 15.709
16.350 8.333
1.291
16 -0.14014019D+04 0.0026375 0.0000019 274.350 36.181 EM
0.612 65.857
31.336 15.704
16.358 8.315
1.288
17 -0.14014001D+04 0.0018817 0.0000013 274.466 36.185 EM
0.609 65.810
31.280 15.701
16.366 8.299
1.285
18 -0.14013987D+04 0.0013475 0.0000010 274.562 36.186 EM
0.607 65.775
31.233 15.697
16.373 8.286
1.282
19 -0.14013977D+04 0.0009684 0.0000007 274.642 36.186 EM
0.604 65.747
31.193 15.694
16.379 8.274
1.280
20 -0.14013970D+04 0.0006984 0.0000005 274.709 36.184 EM
0.602 65.726
31.159 15.692
16.385 8.264
1.278
21 -0.14013965D+04 0.0005054 0.0000004 274.765 36.182 EM
0.601 65.710
31.130 15.690
16.391 8.255
1.277
22 -0.14013962D+04 0.0003670 0.0000003 274.812 36.180 EM
0.599 65.697
31.105 15.688
16.396 8.248
1.276
23 -0.14013959D+04 0.0002674 0.0000002 274.852 36.177 EM
0.598 65.688
31.084 15.686
16.400 8.241
1.275
24 -0.14013957D+04 0.0001954 0.0000001 274.885 36.174 EM
0.596 65.681
31.067 15.685
16.404 8.235
1.274
25 -0.14013956D+04 0.0001432 0.0000001 274.912 36.171 EM
0.595 65.676
31.052 15.683
16.407 8.230
1.273
26 -0.14013955D+04 0.0001053 0.0000001 274.936 36.168 EM
0.594 65.672
31.039 15.682
16.410 8.226
1.272
27 -0.14013954D+04 0.0000776 0.0000001 274.955 36.166 EM
0.593 65.670
31.028 15.681
16.413 8.222
1.272
28 -0.14013953D+04 0.0000573 0.0000000 274.972 36.163 EM
0.592 65.668
31.018 15.681
16.416 8.219
1.272
29 -0.14013953D+04 0.0000425 0.0000000 274.985 36.161 EM
0.591 65.667
31.010 15.680
16.418 8.216
1.271
30 -0.14013953D+04 0.0000315 0.0000000 274.997 36.159 EM
0.590 65.667
31.004 15.679
16.420 8.214
1.271
31 -0.14013952D+04 0.0000235 0.0000000 275.007 36.157 EM
0.589 65.666
30.998 15.679
16.421 8.212
1.271
32 -0.14013952D+04 0.0000175 0.0000000 275.015 36.155 EM
0.589 65.666
30.993 15.678
16.423 8.210
1.270
33 -0.14013952D+04 0.0000131 0.0000000 275.022 36.154 EM
0.588 65.666
30.989 15.678
16.424 8.208
1.270
34 -0.14013952D+04 0.0000098 0.0000000 275.028 36.152 EM
0.588 65.667
30.985 15.678
16.425 8.207
1.270
35 -0.14013952D+04 0.0000073 0.0000000 275.033 36.151 EM
0.587 65.667
30.982 15.678
16.426 8.206
1.270
36 -0.14013952D+04 0.0000055 0.0000000 275.038 36.150 EM
0.587 65.668
30.979 15.677
16.427 8.205
1.270
37 -0.14013952D+04 0.0000140 0.0000000 275.055 36.143 FS
0.584 65.672
30.968 15.677
16.431 8.201
1.269
38 -0.14013952D+04 0.0000023 0.0000000 275.058 36.143 FS
0.584 65.673
30.965 15.677
16.432 8.199
1.269
39 -0.14013952D+04 0.0000005 0.0000000 275.061 36.142 FS
0.583 65.673
30.964 15.676
16.433 8.198
1.269
40 -0.14013952D+04 0.0000001 0.0000000 275.062 36.142 FS
0.583 65.673
30.963 15.676
16.433 8.198
1.269
41 -0.14013952D+04 0.0000000 0.0000000 275.062 36.142 FS
0.583 65.674
30.963 15.676
16.433 8.198
1.269
42 -0.14013952D+04 0.0000000 0.0000000 275.062 36.142 FS
0.583 65.674
30.963 15.676
16.433 8.198
1.269
43 -0.14013952D+04 0.0000000 0.0000000 275.062 36.142 FS
0.583 65.674
30.962 15.676
16.433 8.198
1.269
Beginning Time: 23:00:41
Ending Time: 23:00:43
Elapsed Time: 00:00:02
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