Step1.out

Mplus VERSION 9 (Mac)
MUTHEN & MUTHEN
06/01/2026  11:20 PM

INPUT INSTRUCTIONS

  TITLE:
  Step 1
  DATA:
  FILE = "Step1.dat";
  VARIABLE:
  NAMES = ResponseId Family PhysPeers NonPhysPeers HSPhysTeach NonPhysFaculty
       PhysFaculty ResearchGrp WiPGroup GIPGroup ReligOrg OtherIdent SocialComm
       MentalHlth Woman Transgender NonBinary White Asian Hispanic Black MidEastern
       NatAmerican PacificIslander InstitutionType AcademicYear Identity;
   MISSING=.;
   categorical = Family-MentalHlth;
     usevar = Family-MentalHlth;

     classes = c(3);

     auxiliary =   ! list all potential covariates and distals here
     Woman NonBinary Transgender     ! covariate
     Identity;      ! distal outcome
  ANALYSIS:
  estimator = mlr;
      type = mixture;
      starts = 0;
      optseed = 794236;
  OUTPUT:
  residual tech11 tech14
  SAVEDATA:
  File=3step_savedata.dat;
      Save=cprob;
  PLOT:
  type = plot3;
      series = Family-MentalHlth(*);



*** WARNING in VARIABLE command
  Note that only the first 8 characters of variable names are used in the output.
  Shorten variable names to avoid any confusion.
*** WARNING in PLOT command
  Note that only the first 8 characters of variable names are used in plots.
  If variable names are not unique within the first 8 characters, problems
  may occur.
   2 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS




Step 1

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         567

Number of dependent variables                                   13
Number of independent variables                                  0
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   FAMILY      PHYSPEER    NONPHYSP    HSPHYSTE    NONPHYSF    PHYSFACU
   RESEARCH    WIPGROUP    GIPGROUP    RELIGORG    OTHERIDE    SOCIALCO
   MENTALHL

Observed auxiliary variables
   WOMAN       NONBINARY   TRANSGENDE  IDENTITY

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
  Random seed for analysis                                  794236
Link                                                         LOGIT

Input data file(s)
  Step1.dat
Input data format  FREE


SUMMARY OF DATA

     Number of missing data patterns             1
     Number of y missing data patterns           0
     Number of u missing data patterns           1


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    FAMILY
      Category 1    0.351          199.000
      Category 2    0.649          368.000
    PHYSPEER
      Category 1    0.146           83.000
      Category 2    0.854          484.000
    NONPHYSP
      Category 1    0.266          151.000
      Category 2    0.734          416.000
    HSPHYSTE
      Category 1    0.755          428.000
      Category 2    0.245          139.000
    NONPHYSF
      Category 1    0.764          433.000
      Category 2    0.236          134.000
    PHYSFACU
      Category 1    0.259          147.000
      Category 2    0.741          420.000
    RESEARCH
      Category 1    0.462          262.000
      Category 2    0.538          305.000
    WIPGROUP
      Category 1    0.492          279.000
      Category 2    0.508          288.000
    GIPGROUP
      Category 1    0.727          412.000
      Category 2    0.273          155.000
    RELIGORG
      Category 1    0.922          523.000
      Category 2    0.078           44.000
    OTHERIDE
      Category 1    0.961          545.000
      Category 2    0.039           22.000
    SOCIALCO
      Category 1    0.778          441.000
      Category 2    0.222          126.000
    MENTALHL
      Category 1    0.788          447.000
      Category 2    0.212          120.000


     IN THE OPTIMIZATION, ONE OR MORE LOGIT THRESHOLDS APPROACHED EXTREME VALUES
     OF -15.000 AND 15.000 AND WERE FIXED TO STABILIZE MODEL ESTIMATION.  THESE
     VALUES IMPLY PROBABILITIES OF 0 AND 1.  IN THE MODEL RESULTS SECTION, THESE
     PARAMETERS HAVE 0 STANDARD ERRORS AND 999 IN THE Z-SCORE AND P-VALUE COLUMNS.




THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       41

Loglikelihood

          H0 Value                       -3596.927
          H0 Scaling Correction Factor      1.0268
            for MLR

Information Criteria

          Akaike (AIC)                    7275.853
          Bayesian (BIC)                  7453.808
          Sample-Size Adjusted BIC        7323.652
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes**

          Pearson Chi-Square

          Value                           2223.097
          Degrees of Freedom                  8139
          P-Value                           1.0000

          Likelihood Ratio Chi-Square

          Value                            956.380
          Degrees of Freedom                  8139
          P-Value                           1.0000

** Of the 8192 cells in the latent class indicator table, 11
   were deleted in the calculation of chi-square due to extreme values.



FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL

    Latent
   Classes

       1        154.99993          0.27337
       2        281.98218          0.49732
       3        130.01789          0.22931


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        154.99993          0.27337
       2        281.98218          0.49732
       3        130.01789          0.22931


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              155          0.27337
       2              282          0.49735
       3              130          0.22928


CLASSIFICATION QUALITY

     Entropy                         0.873


Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)

           1        2        3

    1   1.000    0.000    0.000
    2   0.000    0.944    0.056
    3   0.000    0.121    0.879


Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

           1        2        3

    1   1.000    0.000    0.000
    2   0.000    0.944    0.056
    3   0.000    0.121    0.879


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2        3

    1     13.816    0.000    0.000
    2    -10.932    2.826    0.000
    3    -13.686   -1.979    0.000


MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 Thresholds
    FAMILY$1          -0.683      0.170     -4.018      0.000
    PHYSPEER$1        -3.051      0.387     -7.889      0.000
    NONPHYSP$1        -1.910      0.240     -7.970      0.000
    HSPHYSTE$1         1.427      0.203      7.020      0.000
    NONPHYSF$1         1.023      0.182      5.616      0.000
    PHYSFACU$1        -1.968      0.245     -8.036      0.000
    RESEARCH$1        -0.598      0.168     -3.561      0.000
    WIPGROUP$1        -1.910      0.240     -7.970      0.000
    GIPGROUP$1       -15.000      0.000    999.000    999.000
    RELIGORG$1         3.051      0.387      7.889      0.000
    OTHERIDE$1         2.786      0.343      8.113      0.000
    SOCIALCO$1         0.742      0.172      4.318      0.000
    MENTALHL$1         1.023      0.182      5.616      0.000

Latent Class 2

 Thresholds
    FAMILY$1          -1.176      0.171     -6.867      0.000
    PHYSPEER$1        -2.944      0.448     -6.578      0.000
    NONPHYSP$1        -1.699      0.230     -7.373      0.000
    HSPHYSTE$1         0.797      0.141      5.652      0.000
    NONPHYSF$1         0.828      0.144      5.737      0.000
    PHYSFACU$1        -2.034      0.265     -7.681      0.000
    RESEARCH$1        -0.548      0.144     -3.803      0.000
    WIPGROUP$1         0.223      0.130      1.718      0.086
    GIPGROUP$1        15.000      0.000    999.000    999.000
    RELIGORG$1         2.063      0.199     10.372      0.000
    OTHERIDE$1         3.116      0.303     10.280      0.000
    SOCIALCO$1         1.087      0.152      7.163      0.000
    MENTALHL$1         1.203      0.149      8.071      0.000

Latent Class 3

 Thresholds
    FAMILY$1           0.487      0.235      2.075      0.038
    PHYSPEER$1        -0.096      0.228     -0.421      0.674
    NONPHYSP$1         0.718      0.278      2.584      0.010
    HSPHYSTE$1         1.625      0.291      5.589      0.000
    NONPHYSF$1         2.825      0.556      5.079      0.000
    PHYSFACU$1         1.013      0.341      2.971      0.003
    RESEARCH$1         1.370      0.348      3.938      0.000
    WIPGROUP$1         1.310      0.266      4.926      0.000
    GIPGROUP$1        15.000      0.000    999.000    999.000
    RELIGORG$1         3.178      0.514      6.185      0.000
    OTHERIDE$1         4.831      1.051      4.599      0.000
    SOCIALCO$1         3.245      0.703      4.618      0.000
    MENTALHL$1         2.125      0.357      5.958      0.000

Categorical Latent Variables

 Means
    C#1                0.176      0.161      1.092      0.275
    C#2                0.774      0.191      4.061      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.441E-02
       (ratio of smallest to largest eigenvalue)


LATENT CLASS INDICATOR MEANS AND PROBABILITIES FOR EACH LATENT CLASS

     MEAN/PROBABILITY PROFILES FOR C
                       Latent class
                     1      2      3
     FAMILY
       Category 1  0.335  0.236  0.619
       Category 2  0.665  0.764  0.381
     PHYSPEER
       Category 1  0.045  0.050  0.476
       Category 2  0.955  0.950  0.524
     NONPHYSP
       Category 1  0.129  0.155  0.672
       Category 2  0.871  0.845  0.328
     HSPHYSTE
       Category 1  0.806  0.689  0.835
       Category 2  0.194  0.311  0.165
     NONPHYSF
       Category 1  0.735  0.696  0.944
       Category 2  0.265  0.304  0.056
     PHYSFACU
       Category 1  0.123  0.116  0.734
       Category 2  0.877  0.884  0.266
     RESEARCH
       Category 1  0.355  0.366  0.797
       Category 2  0.645  0.634  0.203
     WIPGROUP
       Category 1  0.129  0.555  0.787
       Category 2  0.871  0.445  0.213
     GIPGROUP
       Category 1  0.000  1.000  1.000
       Category 2  1.000  0.000  0.000
     RELIGORG
       Category 1  0.955  0.887  0.960
       Category 2  0.045  0.113  0.040
     OTHERIDE
       Category 1  0.942  0.958  0.992
       Category 2  0.058  0.042  0.008
     SOCIALCO
       Category 1  0.677  0.748  0.963
       Category 2  0.323  0.252  0.037
     MENTALHL
       Category 1  0.735  0.769  0.893
       Category 2  0.265  0.231  0.107


RESULTS IN PROBABILITY SCALE

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 FAMILY
    Category 1         0.335      0.038      8.846      0.000
    Category 2         0.665      0.038     17.522      0.000
 PHYSPEERS
    Category 1         0.045      0.017      2.708      0.007
    Category 2         0.955      0.017     57.246      0.000
 NONPHYSPEE
    Category 1         0.129      0.027      4.792      0.000
    Category 2         0.871      0.027     32.346      0.000
 HSPHYSTEAC
    Category 1         0.806      0.032     25.413      0.000
    Category 2         0.194      0.032      6.099      0.000
 NONPHYSFAC
    Category 1         0.735      0.035     20.760      0.000
    Category 2         0.265      0.035      7.466      0.000
 PHYSFACULT
    Category 1         0.123      0.026      4.653      0.000
    Category 2         0.877      0.026     33.309      0.000
 RESEARCHGR
    Category 1         0.355      0.038      9.233      0.000
    Category 2         0.645      0.038     16.787      0.000
 WIPGROUP
    Category 1         0.129      0.027      4.792      0.000
    Category 2         0.871      0.027     32.346      0.000
 GIPGROUP
    Category 1         0.000      0.000      0.000      1.000
    Category 2         1.000      0.000      0.000      1.000
 RELIGORG
    Category 1         0.955      0.017     57.246      0.000
    Category 2         0.045      0.017      2.708      0.007
 OTHERIDENT
    Category 1         0.942      0.019     50.144      0.000
    Category 2         0.058      0.019      3.091      0.002
 SOCIALCOMM
    Category 1         0.677      0.038     18.042      0.000
    Category 2         0.323      0.038      8.591      0.000
 MENTALHLTH
    Category 1         0.735      0.035     20.760      0.000
    Category 2         0.265      0.035      7.466      0.000

Latent Class 2

 FAMILY
    Category 1         0.236      0.031      7.637      0.000
    Category 2         0.764      0.031     24.766      0.000
 PHYSPEERS
    Category 1         0.050      0.021      2.352      0.019
    Category 2         0.950      0.021     44.669      0.000
 NONPHYSPEE
    Category 1         0.155      0.030      5.135      0.000
    Category 2         0.845      0.030     28.067      0.000
 HSPHYSTEAC
    Category 1         0.689      0.030     22.829      0.000
    Category 2         0.311      0.030     10.289      0.000
 NONPHYSFAC
    Category 1         0.696      0.031     22.780      0.000
    Category 2         0.304      0.031      9.949      0.000
 PHYSFACULT
    Category 1         0.116      0.027      4.271      0.000
    Category 2         0.884      0.027     32.642      0.000
 RESEARCHGR
    Category 1         0.366      0.033     10.962      0.000
    Category 2         0.634      0.033     18.954      0.000
 WIPGROUP
    Category 1         0.555      0.032     17.363      0.000
    Category 2         0.445      0.032     13.899      0.000
 GIPGROUP
    Category 1         1.000      0.000      0.000      1.000
    Category 2         0.000      0.000      0.000      1.000
 RELIGORG
    Category 1         0.887      0.020     44.588      0.000
    Category 2         0.113      0.020      5.668      0.000
 OTHERIDENT
    Category 1         0.958      0.012     77.711      0.000
    Category 2         0.042      0.012      3.445      0.001
 SOCIALCOMM
    Category 1         0.748      0.029     26.132      0.000
    Category 2         0.252      0.029      8.815      0.000
 MENTALHLTH
    Category 1         0.769      0.026     29.052      0.000
    Category 2         0.231      0.026      8.726      0.000

Latent Class 3

 FAMILY
    Category 1         0.619      0.055     11.193      0.000
    Category 2         0.381      0.055      6.877      0.000
 PHYSPEERS
    Category 1         0.476      0.057      8.389      0.000
    Category 2         0.524      0.057      9.232      0.000
 NONPHYSPEE
    Category 1         0.672      0.061     10.977      0.000
    Category 2         0.328      0.061      5.354      0.000
 HSPHYSTEAC
    Category 1         0.835      0.040     20.904      0.000
    Category 2         0.165      0.040      4.117      0.000
 NONPHYSFAC
    Category 1         0.944      0.029     32.107      0.000
    Category 2         0.056      0.029      1.905      0.057
 PHYSFACULT
    Category 1         0.734      0.067     11.011      0.000
    Category 2         0.266      0.067      4.000      0.000
 RESEARCHGR
    Category 1         0.797      0.056     14.187      0.000
    Category 2         0.203      0.056      3.605      0.000
 WIPGROUP
    Category 1         0.787      0.044     17.698      0.000
    Category 2         0.213      0.044      4.776      0.000
 GIPGROUP
    Category 1         1.000      0.000      0.000      1.000
    Category 2         0.000      0.000      0.000      1.000
 RELIGORG
    Category 1         0.960      0.020     48.660      0.000
    Category 2         0.040      0.020      2.027      0.043
 OTHERIDENT
    Category 1         0.992      0.008    120.246      0.000
    Category 2         0.008      0.008      0.959      0.337
 SOCIALCOMM
    Category 1         0.963      0.025     37.953      0.000
    Category 2         0.037      0.025      1.478      0.139
 MENTALHLTH
    Category 1         0.893      0.034     26.281      0.000
    Category 2         0.107      0.034      3.138      0.002


EQUALITY TESTS OF PROBABILITIES ACROSS THE LATENT CLASSES

                    Chi-Square     P-Value   Degrees of Freedom


FAMILY
  Overall test         29.710      0.000        2
  Class 1 vs. 2         4.169      0.041        1
  Class 1 vs. 3        16.306      0.000        1
  Class 2 vs. 3        29.442      0.000        1

PHYSPEER
  Overall test         59.462      0.000        2
  Class 1 vs. 2         0.033      0.856        1
  Class 1 vs. 3        43.375      0.000        1
  Class 2 vs. 3        30.661      0.000        1

NONPHYSP
  Overall test         58.985      0.000        2
  Class 1 vs. 2         0.403      0.526        1
  Class 1 vs. 3        51.283      0.000        1
  Class 2 vs. 3        42.171      0.000        1

HSPHYSTE
  Overall test          9.440      0.009        2
  Class 1 vs. 2         6.487      0.011        1
  Class 1 vs. 3         0.310      0.578        1
  Class 2 vs. 3         5.862      0.015        1

NONPHYSF
  Overall test         11.795      0.003        2
  Class 1 vs. 2         0.699      0.403        1
  Class 1 vs. 3         9.483      0.002        1
  Class 2 vs. 3        11.756      0.001        1

PHYSFACU
  Overall test         61.086      0.000        2
  Class 1 vs. 2         0.033      0.856        1
  Class 1 vs. 3        50.443      0.000        1
  Class 2 vs. 3        49.816      0.000        1

RESEARCH
  Overall test         27.011      0.000        2
  Class 1 vs. 2         0.052      0.820        1
  Class 1 vs. 3        25.956      0.000        1
  Class 2 vs. 3        23.415      0.000        1

WIPGROUP
  Overall test         92.148      0.000        2
  Class 1 vs. 2        61.273      0.000        1
  Class 1 vs. 3        80.910      0.000        1
  Class 2 vs. 3        12.750      0.000        1

RELIGORG
  Overall test          7.441      0.024        2
  Class 1 vs. 2         5.167      0.023        1
  Class 1 vs. 3         0.039      0.843        1
  Class 2 vs. 3         3.793      0.051        1

OTHERIDE
  Overall test          3.543      0.170        2
  Class 1 vs. 2         0.518      0.472        1
  Class 1 vs. 3         3.422      0.064        1
  Class 2 vs. 3         2.403      0.121        1

SOCIALCO
  Overall test         13.307      0.001        2
  Class 1 vs. 2         2.263      0.133        1
  Class 1 vs. 3        11.973      0.001        1
  Class 2 vs. 3         8.599      0.003        1

MENTALHL
  Overall test          7.579      0.023        2
  Class 1 vs. 2         0.586      0.444        1
  Class 1 vs. 3         7.579      0.006        1
  Class 2 vs. 3         5.168      0.023        1


LATENT CLASS INDICATOR ODDS RATIOS FOR THE LATENT CLASSES

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Latent Class 1 Compared to Latent Class 2

 FAMILY
    Category > 1       0.611      0.147      0.381      0.980
 PHYSPEER
    Category > 1       1.113      0.659      0.349      3.549
 NONPHYSP
    Category > 1       1.235      0.410      0.644      2.369
 HSPHYSTE
    Category > 1       0.533      0.132      0.328      0.865
 NONPHYSF
    Category > 1       0.823      0.191      0.522      1.299
 PHYSFACU
    Category > 1       0.937      0.338      0.462      1.899
 RESEARCH
    Category > 1       1.052      0.233      0.682      1.622
 WIPGROUP
    Category > 1       8.432      2.297      4.944     14.381
 GIPGROUP
    Category > 1   *********      0.000  *********  *********
 RELIGORG
    Category > 1       0.372      0.162      0.159      0.873
 OTHERIDE
    Category > 1       1.390      0.637      0.567      3.413
 SOCIALCO
    Category > 1       1.412      0.324      0.901      2.212
 MENTALHL
    Category > 1       1.197      0.282      0.755      1.899

Latent Class 1 Compared to Latent Class 3

 FAMILY
    Category > 1       3.224      0.935      1.827      5.691
 PHYSPEER
    Category > 1      19.211      8.621      7.972     46.296
 NONPHYSP
    Category > 1      13.839      5.078      6.742     28.406
 HSPHYSTE
    Category > 1       1.218      0.432      0.608      2.442
 NONPHYSF
    Category > 1       6.063      3.548      1.925     19.090
 PHYSFACU
    Category > 1      19.706      8.271      8.656     44.860
 RESEARCH
    Category > 1       7.155      2.764      3.356     15.254
 WIPGROUP
    Category > 1      25.012      8.952     12.402     50.443
 GIPGROUP
    Category > 1   *********      0.000  *********  *********
 RELIGORG
    Category > 1       1.135      0.730      0.322      4.006
 OTHERIDE
    Category > 1       7.725      8.538      0.885     67.410
 SOCIALCO
    Category > 1      12.226      8.845      2.961     50.481
 MENTALHL
    Category > 1       3.012      1.206      1.374      6.603

Latent Class 2 Compared to Latent Class 3

 FAMILY
    Category > 1       5.279      1.618      2.894      9.628
 PHYSPEER
    Category > 1      17.259      8.878      6.297     47.301
 NONPHYSP
    Category > 1      11.207      4.170      5.404     23.241
 HSPHYSTE
    Category > 1       2.288      0.782      1.171      4.472
 NONPHYSF
    Category > 1       7.362      4.287      2.352     23.049
 PHYSFACU
    Category > 1      21.041      9.082      9.029     49.033
 RESEARCH
    Category > 1       6.804      2.696      3.129     14.794
 WIPGROUP
    Category > 1       2.966      0.903      1.633      5.388
 GIPGROUP
    Category > 1       1.000      0.000      1.000      1.000
 RELIGORG
    Category > 1       3.052      1.748      0.993      9.379
 OTHERIDE
    Category > 1       5.556      6.147      0.635     48.585
 SOCIALCO
    Category > 1       8.660      6.375      2.046     36.657
 MENTALHL
    Category > 1       2.515      1.021      1.136      5.571


RESIDUAL OUTPUT


     RESIDUAL OUTPUT IS NOT AVAILABLE FOR THIS MODEL.  ADDITIONAL OUTPUT FOR
     CATEGORICAL, COUNT, AND NOMINAL VARIABLES MAY BE AVAILABLE USING TECH10.


TECHNICAL 11 OUTPUT

     Random Starts Specifications for the k-1 Class Analysis Model
        Number of initial stage random starts                  20
        Number of final stage optimizations                     4



     VUONG-LO-MENDELL-RUBIN LIKELIHOOD RATIO TEST FOR 2 (H0) VERSUS 3 CLASSES

          H0 Loglikelihood Value                        -3647.649
          2 Times the Loglikelihood Difference            101.445
          Difference in the Number of Parameters               14
          Mean                                              8.576
          Standard Deviation                               11.719
          P-Value                                          0.0000

     LO-MENDELL-RUBIN ADJUSTED LRT TEST

          Value                                           100.315
          P-Value                                          0.0000


TECHNICAL 14 OUTPUT

     Random Starts Specifications for the k-1 Class Analysis Model
        Number of initial stage random starts                  20
        Number of final stage optimizations                     4

     Random Starts Specification for the k-1 Class Model for Generated Data
        Number of initial stage random starts                   0
        Number of final stage optimizations for the
           initial stage random starts                          0
     Random Starts Specification for the k Class Model for Generated Data
        Number of initial stage random starts                  40
        Number of final stage optimizations                     8
     Number of bootstrap draws requested                   Varies


     PARAMETRIC BOOTSTRAPPED LIKELIHOOD RATIO TEST FOR 2 (H0) VERSUS 3 CLASSES

          H0 Loglikelihood Value                        -3647.649
          2 Times the Loglikelihood Difference            101.445
          Difference in the Number of Parameters               14
          Approximate P-Value                              0.0000
          Successful Bootstrap Draws                           10


PLOT INFORMATION

The following plots are available:

  Histograms (sample values)
  Scatterplots (sample values)
  Sample proportions and estimated probabilities

SAVEDATA INFORMATION


  Save file
    3step_savedata.dat

  Order and format of variables

    FAMILY         F10.3
    PHYSPEER       F10.3
    NONPHYSP       F10.3
    HSPHYSTE       F10.3
    NONPHYSF       F10.3
    PHYSFACU       F10.3
    RESEARCH       F10.3
    WIPGROUP       F10.3
    GIPGROUP       F10.3
    RELIGORG       F10.3
    OTHERIDE       F10.3
    SOCIALCO       F10.3
    MENTALHL       F10.3
    WOMAN          F10.3
    NONBINAR       F10.3
    TRANSGEN       F10.3
    IDENTITY       F10.3
    CPROB1         F10.3
    CPROB2         F10.3
    CPROB3         F10.3
    MLCC           F10.3

  Save file format
    21F10.3

  Save file record length    10000

  Save missing symbol        *


     Beginning Time:  23:20:02
        Ending Time:  23:20:04
       Elapsed Time:  00:00:02



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