MIDUS 1
##
## Attaching package: 'foreach'
## The following objects are masked from 'package:purrr':
##
## accumulate, when
## The following object is masked from 'package:expss':
##
## when
## Loading required package: iterators
## Loading required package: parallel
## Warning: executing %dopar% sequentially: no parallel backend registered
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.988 0.012
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9922 0.0078
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.88 0.12
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 0.9849 0.0151
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.8249 0.1751
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.9511 0.0489
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.9542 0.0458
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9769 0.0231
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9883 0.0117
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9701 0.0299
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.9157 0.0843
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.7008 0.2992
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.868 0.132
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.8913 0.1087
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.9682 0.0318
##
## Estimated class population shares
## 1
##
## Predicted class memberships (by modal posterior prob.)
## 1
##
## =========================================================
## Fit for 1 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 15
## residual degrees of freedom: 6142
## maximum log-likelihood: -21445.25
##
## AIC(1): 42920.49
## BIC(1): 43021.37
## G^2(1): 7844.506 (Likelihood ratio/deviance statistic)
## X^2(1): 2.628994e+16 (Chi-square goodness of fit)
##
## Model 1: llik = -19255.79 ... best llik = -19255.79
## Model 2: llik = -19255.79 ... best llik = -19255.79
## Model 3: llik = -19255.79 ... best llik = -19255.79
## Model 4: llik = -19255.79 ... best llik = -19255.79
## Model 5: llik = -19255.79 ... best llik = -19255.79
## Model 6: llik = -19255.79 ... best llik = -19255.79
## Model 7: llik = -19255.79 ... best llik = -19255.79
## Model 8: llik = -19255.79 ... best llik = -19255.79
## Model 9: llik = -19255.79 ... best llik = -19255.79
## Model 10: llik = -19255.79 ... best llik = -19255.79
## Model 11: llik = -19255.79 ... best llik = -19255.79
## Model 12: llik = -19255.79 ... best llik = -19255.79
## Model 13: llik = -19255.79 ... best llik = -19255.79
## Model 14: llik = -19255.79 ... best llik = -19255.79
## Model 15: llik = -19255.79 ... best llik = -19255.79
## Model 16: llik = -19255.79 ... best llik = -19255.79
## Model 17: llik = -19255.79 ... best llik = -19255.79
## Model 18: llik = -19255.79 ... best llik = -19255.79
## Model 19: llik = -19255.79 ... best llik = -19255.79
## Model 20: llik = -19255.79 ... best llik = -19255.79
## Model 21: llik = -19255.79 ... best llik = -19255.79
## Model 22: llik = -19255.79 ... best llik = -19255.79
## Model 23: llik = -19255.79 ... best llik = -19255.79
## Model 24: llik = -19255.79 ... best llik = -19255.79
## Model 25: llik = -19255.79 ... best llik = -19255.79
## Model 26: llik = -19255.79 ... best llik = -19255.79
## Model 27: llik = -19255.79 ... best llik = -19255.79
## Model 28: llik = -19255.79 ... best llik = -19255.79
## Model 29: llik = -19255.79 ... best llik = -19255.79
## Model 30: llik = -19255.79 ... best llik = -19255.79
## Model 31: llik = -19255.79 ... best llik = -19255.79
## Model 32: llik = -19255.79 ... best llik = -19255.79
## Model 33: llik = -19255.79 ... best llik = -19255.79
## Model 34: llik = -19255.79 ... best llik = -19255.79
## Model 35: llik = -19255.79 ... best llik = -19255.79
## Model 36: llik = -19255.79 ... best llik = -19255.79
## Model 37: llik = -19255.79 ... best llik = -19255.79
## Model 38: llik = -19255.79 ... best llik = -19255.79
## Model 39: llik = -19255.79 ... best llik = -19255.79
## Model 40: llik = -19255.79 ... best llik = -19255.79
## Model 41: llik = -19255.79 ... best llik = -19255.79
## Model 42: llik = -19255.79 ... best llik = -19255.79
## Model 43: llik = -19255.79 ... best llik = -19255.79
## Model 44: llik = -19255.79 ... best llik = -19255.79
## Model 45: llik = -19255.79 ... best llik = -19255.79
## Model 46: llik = -19255.79 ... best llik = -19255.79
## Model 47: llik = -19255.79 ... best llik = -19255.79
## Model 48: llik = -19255.79 ... best llik = -19255.79
## Model 49: llik = -19255.79 ... best llik = -19255.79
## Model 50: llik = -19255.79 ... best llik = -19255.79
## Model 51: llik = -19255.79 ... best llik = -19255.79
## Model 52: llik = -19255.79 ... best llik = -19255.79
## Model 53: llik = -19255.79 ... best llik = -19255.79
## Model 54: llik = -19255.79 ... best llik = -19255.79
## Model 55: llik = -19255.79 ... best llik = -19255.79
## Model 56: llik = -19255.79 ... best llik = -19255.79
## Model 57: llik = -19255.79 ... best llik = -19255.79
## Model 58: llik = -19255.79 ... best llik = -19255.79
## Model 59: llik = -19255.79 ... best llik = -19255.79
## Model 60: llik = -19255.79 ... best llik = -19255.79
## Model 61: llik = -19255.79 ... best llik = -19255.79
## Model 62: llik = -19255.79 ... best llik = -19255.79
## Model 63: llik = -19255.79 ... best llik = -19255.79
## Model 64: llik = -19255.79 ... best llik = -19255.79
## Model 65: llik = -19255.79 ... best llik = -19255.79
## Model 66: llik = -19255.79 ... best llik = -19255.79
## Model 67: llik = -19255.79 ... best llik = -19255.79
## Model 68: llik = -19255.79 ... best llik = -19255.79
## Model 69: llik = -19255.79 ... best llik = -19255.79
## Model 70: llik = -19255.79 ... best llik = -19255.79
## Model 71: llik = -19255.79 ... best llik = -19255.79
## Model 72: llik = -19255.79 ... best llik = -19255.79
## Model 73: llik = -19255.79 ... best llik = -19255.79
## Model 74: llik = -19255.79 ... best llik = -19255.79
## Model 75: llik = -19255.79 ... best llik = -19255.79
## Model 76: llik = -19255.79 ... best llik = -19255.79
## Model 77: llik = -19255.79 ... best llik = -19255.79
## Model 78: llik = -19255.79 ... best llik = -19255.79
## Model 79: llik = -19255.79 ... best llik = -19255.79
## Model 80: llik = -19255.79 ... best llik = -19255.79
## Model 81: llik = -19255.79 ... best llik = -19255.79
## Model 82: llik = -19255.79 ... best llik = -19255.79
## Model 83: llik = -19255.79 ... best llik = -19255.79
## Model 84: llik = -19255.79 ... best llik = -19255.79
## Model 85: llik = -19255.79 ... best llik = -19255.79
## Model 86: llik = -19255.79 ... best llik = -19255.79
## Model 87: llik = -19255.79 ... best llik = -19255.79
## Model 88: llik = -19255.79 ... best llik = -19255.79
## Model 89: llik = -19255.79 ... best llik = -19255.79
## Model 90: llik = -19255.79 ... best llik = -19255.79
## Model 91: llik = -19255.79 ... best llik = -19255.79
## Model 92: llik = -19255.79 ... best llik = -19255.79
## Model 93: llik = -19255.79 ... best llik = -19255.79
## Model 94: llik = -19255.79 ... best llik = -19255.79
## Model 95: llik = -19255.79 ... best llik = -19255.79
## Model 96: llik = -19255.79 ... best llik = -19255.79
## Model 97: llik = -19255.79 ... best llik = -19255.79
## Model 98: llik = -19255.79 ... best llik = -19255.79
## Model 99: llik = -19255.79 ... best llik = -19255.79
## Model 100: llik = -19255.79 ... best llik = -19255.79
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.9975 0.0025
## class 2: 0.9428 0.0572
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9987 0.0013
## class 2: 0.9614 0.0386
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.9119 0.0881
## class 2: 0.7277 0.2723
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 1.0000 0.0000
## class 2: 0.9129 0.0871
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.9037 0.0963
## class 2: 0.4495 0.5505
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.9951 0.0049
## class 2: 0.7416 0.2584
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.9853 0.0147
## class 2: 0.8059 0.1941
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9988 0.0012
## class 2: 0.8729 0.1271
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9956 0.0044
## class 2: 0.9536 0.0464
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9990 0.0010
## class 2: 0.8327 0.1673
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.9716 0.0284
## class 2: 0.6496 0.3504
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.7833 0.2167
## class 2: 0.3080 0.6920
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.9595 0.0405
## class 2: 0.4317 0.5683
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.9404 0.0596
## class 2: 0.6578 0.3422
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.9863 0.0137
## class 2: 0.8817 0.1183
##
## Estimated class population shares
## 0.8265 0.1735
##
## Predicted class memberships (by modal posterior prob.)
## 0.8439 0.1561
##
## =========================================================
## Fit for 2 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 31
## residual degrees of freedom: 6126
## maximum log-likelihood: -19255.79
##
## AIC(2): 38573.57
## BIC(2): 38782.06
## G^2(2): 3465.584 (Likelihood ratio/deviance statistic)
## X^2(2): 119939479 (Chi-square goodness of fit)
##
## Model 1: llik = -18895.78 ... best llik = -18895.78
## Model 2: llik = -18895.78 ... best llik = -18895.78
## Model 3: llik = -18895.78 ... best llik = -18895.78
## Model 4: llik = -18895.78 ... best llik = -18895.78
## Model 5: llik = -18895.78 ... best llik = -18895.78
## Model 6: llik = -18895.78 ... best llik = -18895.78
## Model 7: llik = -18895.78 ... best llik = -18895.78
## Model 8: llik = -18895.78 ... best llik = -18895.78
## Model 9: llik = -18895.78 ... best llik = -18895.78
## Model 10: llik = -18895.78 ... best llik = -18895.78
## Model 11: llik = -18895.78 ... best llik = -18895.78
## Model 12: llik = -18895.78 ... best llik = -18895.78
## Model 13: llik = -18895.78 ... best llik = -18895.78
## Model 14: llik = -18895.78 ... best llik = -18895.78
## Model 15: llik = -18895.78 ... best llik = -18895.78
## Model 16: llik = -18895.78 ... best llik = -18895.78
## Model 17: llik = -18895.78 ... best llik = -18895.78
## Model 18: llik = -18895.78 ... best llik = -18895.78
## Model 19: llik = -18895.78 ... best llik = -18895.78
## Model 20: llik = -18895.78 ... best llik = -18895.78
## Model 21: llik = -18895.78 ... best llik = -18895.78
## Model 22: llik = -18895.78 ... best llik = -18895.78
## Model 23: llik = -18895.78 ... best llik = -18895.78
## Model 24: llik = -18895.78 ... best llik = -18895.78
## Model 25: llik = -18895.78 ... best llik = -18895.78
## Model 26: llik = -18895.78 ... best llik = -18895.78
## Model 27: llik = -18895.78 ... best llik = -18895.78
## Model 28: llik = -18895.78 ... best llik = -18895.78
## Model 29: llik = -18895.78 ... best llik = -18895.78
## Model 30: llik = -18895.78 ... best llik = -18895.78
## Model 31: llik = -18895.78 ... best llik = -18895.78
## Model 32: llik = -18895.78 ... best llik = -18895.78
## Model 33: llik = -18895.78 ... best llik = -18895.78
## Model 34: llik = -18895.78 ... best llik = -18895.78
## Model 35: llik = -18895.78 ... best llik = -18895.78
## Model 36: llik = -18895.78 ... best llik = -18895.78
## Model 37: llik = -18895.78 ... best llik = -18895.78
## Model 38: llik = -18895.78 ... best llik = -18895.78
## Model 39: llik = -18895.78 ... best llik = -18895.78
## Model 40: llik = -18895.78 ... best llik = -18895.78
## Model 41: llik = -18895.78 ... best llik = -18895.78
## Model 42: llik = -18895.78 ... best llik = -18895.78
## Model 43: llik = -18895.78 ... best llik = -18895.78
## Model 44: llik = -18895.78 ... best llik = -18895.78
## Model 45: llik = -18895.78 ... best llik = -18895.78
## Model 46: llik = -18895.78 ... best llik = -18895.78
## Model 47: llik = -18895.78 ... best llik = -18895.78
## Model 48: llik = -18895.78 ... best llik = -18895.78
## Model 49: llik = -18895.78 ... best llik = -18895.78
## Model 50: llik = -18895.78 ... best llik = -18895.78
## Model 51: llik = -18895.78 ... best llik = -18895.78
## Model 52: llik = -18895.78 ... best llik = -18895.78
## Model 53: llik = -18895.78 ... best llik = -18895.78
## Model 54: llik = -18895.78 ... best llik = -18895.78
## Model 55: llik = -18895.78 ... best llik = -18895.78
## Model 56: llik = -18895.78 ... best llik = -18895.78
## Model 57: llik = -18895.78 ... best llik = -18895.78
## Model 58: llik = -18895.78 ... best llik = -18895.78
## Model 59: llik = -18895.78 ... best llik = -18895.78
## Model 60: llik = -18895.78 ... best llik = -18895.78
## Model 61: llik = -18895.78 ... best llik = -18895.78
## Model 62: llik = -18895.78 ... best llik = -18895.78
## Model 63: llik = -18895.78 ... best llik = -18895.78
## Model 64: llik = -18895.78 ... best llik = -18895.78
## Model 65: llik = -18895.78 ... best llik = -18895.78
## Model 66: llik = -18895.78 ... best llik = -18895.78
## Model 67: llik = -18895.78 ... best llik = -18895.78
## Model 68: llik = -18895.78 ... best llik = -18895.78
## Model 69: llik = -18895.78 ... best llik = -18895.78
## Model 70: llik = -18895.78 ... best llik = -18895.78
## Model 71: llik = -18895.78 ... best llik = -18895.78
## Model 72: llik = -18895.78 ... best llik = -18895.78
## Model 73: llik = -18895.78 ... best llik = -18895.78
## Model 74: llik = -18895.78 ... best llik = -18895.78
## Model 75: llik = -18895.78 ... best llik = -18895.78
## Model 76: llik = -18895.78 ... best llik = -18895.78
## Model 77: llik = -18895.78 ... best llik = -18895.78
## Model 78: llik = -18895.78 ... best llik = -18895.78
## Model 79: llik = -18895.78 ... best llik = -18895.78
## Model 80: llik = -18895.78 ... best llik = -18895.78
## Model 81: llik = -18895.78 ... best llik = -18895.78
## Model 82: llik = -18895.78 ... best llik = -18895.78
## Model 83: llik = -18895.78 ... best llik = -18895.78
## Model 84: llik = -18895.78 ... best llik = -18895.78
## Model 85: llik = -18895.78 ... best llik = -18895.78
## Model 86: llik = -18895.78 ... best llik = -18895.78
## Model 87: llik = -18895.78 ... best llik = -18895.78
## Model 88: llik = -18895.78 ... best llik = -18895.78
## Model 89: llik = -18895.78 ... best llik = -18895.78
## Model 90: llik = -18895.78 ... best llik = -18895.78
## Model 91: llik = -18895.78 ... best llik = -18895.78
## Model 92: llik = -18895.78 ... best llik = -18895.78
## Model 93: llik = -18895.78 ... best llik = -18895.78
## Model 94: llik = -18895.78 ... best llik = -18895.78
## Model 95: llik = -18895.78 ... best llik = -18895.78
## Model 96: llik = -18895.78 ... best llik = -18895.78
## Model 97: llik = -18895.78 ... best llik = -18895.78
## Model 98: llik = -18895.78 ... best llik = -18895.78
## Model 99: llik = -18895.78 ... best llik = -18895.78
## Model 100: llik = -18895.78 ... best llik = -18895.78
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.9854 0.0146
## class 2: 0.9982 0.0018
## class 3: 0.8716 0.1284
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9897 0.0103
## class 2: 0.9996 0.0004
## class 3: 0.9133 0.0867
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.8233 0.1767
## class 2: 0.9283 0.0717
## class 3: 0.6312 0.3688
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 0.9968 0.0032
## class 2: 1.0000 0.0000
## class 3: 0.7072 0.2928
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.6527 0.3473
## class 2: 0.9531 0.0469
## class 3: 0.3118 0.6882
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.9284 0.0716
## class 2: 1.0000 0.0000
## class 3: 0.4657 0.5343
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.9243 0.0757
## class 2: 0.9937 0.0063
## class 3: 0.6399 0.3601
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9813 0.0187
## class 2: 0.9995 0.0005
## class 3: 0.6527 0.3473
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9867 0.0133
## class 2: 0.9966 0.0034
## class 3: 0.8901 0.1099
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9712 0.0288
## class 2: 1.0000 0.0000
## class 3: 0.5723 0.4277
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.8396 0.1604
## class 2: 0.9912 0.0088
## class 3: 0.4433 0.5567
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.4313 0.5687
## class 2: 0.8746 0.1254
## class 3: 0.2488 0.7512
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.7178 0.2822
## class 2: 0.9987 0.0013
## class 3: 0.1734 0.8266
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.7879 0.2121
## class 2: 0.9704 0.0296
## class 3: 0.5569 0.4431
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.9305 0.0695
## class 2: 1.0000 0.0000
## class 3: 0.8067 0.1933
##
## Estimated class population shares
## 0.3241 0.6278 0.0481
##
## Predicted class memberships (by modal posterior prob.)
## 0.26 0.6956 0.0443
##
## =========================================================
## Fit for 3 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 47
## residual degrees of freedom: 6110
## maximum log-likelihood: -18895.78
##
## AIC(3): 37885.56
## BIC(3): 38201.65
## G^2(3): 2745.571 (Likelihood ratio/deviance statistic)
## X^2(3): 81095.6 (Chi-square goodness of fit)
##
## Model 1: llik = -18720.64 ... best llik = -18720.64
## Model 2: llik = -18720.64 ... best llik = -18720.64
## Model 3: llik = -18720.64 ... best llik = -18720.64
## Model 4: llik = -18720.64 ... best llik = -18720.64
## Model 5: llik = -18790.63 ... best llik = -18720.64
## Model 6: llik = -18720.64 ... best llik = -18720.64
## Model 7: llik = -18720.64 ... best llik = -18720.64
## Model 8: llik = -18720.64 ... best llik = -18720.64
## Model 9: llik = -18720.64 ... best llik = -18720.64
## Model 10: llik = -18720.64 ... best llik = -18720.64
## Model 11: llik = -18720.64 ... best llik = -18720.64
## Model 12: llik = -18720.64 ... best llik = -18720.64
## Model 13: llik = -18720.64 ... best llik = -18720.64
## Model 14: llik = -18720.64 ... best llik = -18720.64
## Model 15: llik = -18720.64 ... best llik = -18720.64
## Model 16: llik = -18720.64 ... best llik = -18720.64
## Model 17: llik = -18720.64 ... best llik = -18720.64
## Model 18: llik = -18802.16 ... best llik = -18720.64
## Model 19: llik = -18723.57 ... best llik = -18720.64
## Model 20: llik = -18723.57 ... best llik = -18720.64
## Model 21: llik = -18720.64 ... best llik = -18720.64
## Model 22: llik = -18720.64 ... best llik = -18720.64
## Model 23: llik = -18720.64 ... best llik = -18720.64
## Model 24: llik = -18720.64 ... best llik = -18720.64
## Model 25: llik = -18720.64 ... best llik = -18720.64
## Model 26: llik = -18720.64 ... best llik = -18720.64
## Model 27: llik = -18720.64 ... best llik = -18720.64
## Model 28: llik = -18720.64 ... best llik = -18720.64
## Model 29: llik = -18720.64 ... best llik = -18720.64
## Model 30: llik = -18720.64 ... best llik = -18720.64
## Model 31: llik = -18720.64 ... best llik = -18720.64
## Model 32: llik = -18723.57 ... best llik = -18720.64
## Model 33: llik = -18720.64 ... best llik = -18720.64
## Model 34: llik = -18720.64 ... best llik = -18720.64
## Model 35: llik = -18720.64 ... best llik = -18720.64
## Model 36: llik = -18720.64 ... best llik = -18720.64
## Model 37: llik = -18720.64 ... best llik = -18720.64
## Model 38: llik = -18720.64 ... best llik = -18720.64
## Model 39: llik = -18720.64 ... best llik = -18720.64
## Model 40: llik = -18720.64 ... best llik = -18720.64
## Model 41: llik = -18720.64 ... best llik = -18720.64
## Model 42: llik = -18720.64 ... best llik = -18720.64
## Model 43: llik = -18790.63 ... best llik = -18720.64
## Model 44: llik = -18720.64 ... best llik = -18720.64
## Model 45: llik = -18720.64 ... best llik = -18720.64
## Model 46: llik = -18720.64 ... best llik = -18720.64
## Model 47: llik = -18720.64 ... best llik = -18720.64
## Model 48: llik = -18720.64 ... best llik = -18720.64
## Model 49: llik = -18720.64 ... best llik = -18720.64
## Model 50: llik = -18720.64 ... best llik = -18720.64
## Model 51: llik = -18720.64 ... best llik = -18720.64
## Model 52: llik = -18790.63 ... best llik = -18720.64
## Model 53: llik = -18720.64 ... best llik = -18720.64
## Model 54: llik = -18720.64 ... best llik = -18720.64
## Model 55: llik = -18720.64 ... best llik = -18720.64
## Model 56: llik = -18723.57 ... best llik = -18720.64
## Model 57: llik = -18802.16 ... best llik = -18720.64
## Model 58: llik = -18720.64 ... best llik = -18720.64
## Model 59: llik = -18720.64 ... best llik = -18720.64
## Model 60: llik = -18720.64 ... best llik = -18720.64
## Model 61: llik = -18720.64 ... best llik = -18720.64
## Model 62: llik = -18720.64 ... best llik = -18720.64
## Model 63: llik = -18720.64 ... best llik = -18720.64
## Model 64: llik = -18720.64 ... best llik = -18720.64
## Model 65: llik = -18720.64 ... best llik = -18720.64
## Model 66: llik = -18720.64 ... best llik = -18720.64
## Model 67: llik = -18720.64 ... best llik = -18720.64
## Model 68: llik = -18720.64 ... best llik = -18720.64
## Model 69: llik = -18720.64 ... best llik = -18720.64
## Model 70: llik = -18720.64 ... best llik = -18720.64
## Model 71: llik = -18720.64 ... best llik = -18720.64
## Model 72: llik = -18720.64 ... best llik = -18720.64
## Model 73: llik = -18720.64 ... best llik = -18720.64
## Model 74: llik = -18720.64 ... best llik = -18720.64
## Model 75: llik = -18720.64 ... best llik = -18720.64
## Model 76: llik = -18720.64 ... best llik = -18720.64
## Model 77: llik = -18720.64 ... best llik = -18720.64
## Model 78: llik = -18720.64 ... best llik = -18720.64
## Model 79: llik = -18720.64 ... best llik = -18720.64
## Model 80: llik = -18790.63 ... best llik = -18720.64
## Model 81: llik = -18720.64 ... best llik = -18720.64
## Model 82: llik = -18790.63 ... best llik = -18720.64
## Model 83: llik = -18720.64 ... best llik = -18720.64
## Model 84: llik = -18720.64 ... best llik = -18720.64
## Model 85: llik = -18720.64 ... best llik = -18720.64
## Model 86: llik = -18720.64 ... best llik = -18720.64
## Model 87: llik = -18720.64 ... best llik = -18720.64
## Model 88: llik = -18790.63 ... best llik = -18720.64
## Model 89: llik = -18720.64 ... best llik = -18720.64
## Model 90: llik = -18720.64 ... best llik = -18720.64
## Model 91: llik = -18720.64 ... best llik = -18720.64
## Model 92: llik = -18720.64 ... best llik = -18720.64
## Model 93: llik = -18720.64 ... best llik = -18720.64
## Model 94: llik = -18720.64 ... best llik = -18720.64
## Model 95: llik = -18720.64 ... best llik = -18720.64
## Model 96: llik = -18720.64 ... best llik = -18720.64
## Model 97: llik = -18720.64 ... best llik = -18720.64
## Model 98: llik = -18720.64 ... best llik = -18720.64
## Model 99: llik = -18720.64 ... best llik = -18720.64
## Model 100: llik = -18720.64 ... best llik = -18720.64
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.9948 0.0052
## class 2: 0.8746 0.1254
## class 3: 0.9982 0.0018
## class 4: 0.9712 0.0288
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9961 0.0039
## class 2: 0.9154 0.0846
## class 3: 0.9994 0.0006
## class 4: 0.9803 0.0197
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.9040 0.0960
## class 2: 0.6600 0.3400
## class 3: 0.9290 0.0710
## class 4: 0.7028 0.2972
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 1.0000 0.0000
## class 2: 0.7075 0.2925
## class 3: 1.0000 0.0000
## class 4: 0.9901 0.0099
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.7672 0.2328
## class 2: 0.3238 0.6762
## class 3: 0.9497 0.0503
## class 4: 0.4796 0.5204
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.9539 0.0461
## class 2: 0.4876 0.5124
## class 3: 1.0000 0.0000
## class 4: 0.8757 0.1243
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.9405 0.0595
## class 2: 0.6374 0.3626
## class 3: 0.9918 0.0082
## class 4: 0.8999 0.1001
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9929 0.0071
## class 2: 0.6654 0.3346
## class 3: 0.9994 0.0006
## class 4: 0.9589 0.0411
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9955 0.0045
## class 2: 0.8881 0.1119
## class 3: 0.9959 0.0041
## class 4: 0.9786 0.0214
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9716 0.0284
## class 2: 0.5441 0.4559
## class 3: 0.9989 0.0011
## class 4: 0.9753 0.0247
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.9557 0.0443
## class 2: 0.4634 0.5366
## class 3: 0.9942 0.0058
## class 4: 0.6627 0.3373
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.0000 1.0000
## class 2: 0.1935 0.8065
## class 3: 0.8898 0.1102
## class 4: 0.7417 0.2583
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.6784 0.3216
## class 2: 0.1422 0.8578
## class 3: 0.9838 0.0162
## class 4: 0.7748 0.2252
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.7915 0.2085
## class 2: 0.5484 0.4516
## class 3: 0.9628 0.0372
## class 4: 0.7820 0.2180
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.8676 0.1324
## class 2: 0.7910 0.2090
## class 3: 0.9980 0.0020
## class 4: 0.9952 0.0048
##
## Estimated class population shares
## 0.1517 0.0468 0.6572 0.1443
##
## Predicted class memberships (by modal posterior prob.)
## 0.1283 0.044 0.7223 0.1054
##
## =========================================================
## Fit for 4 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 63
## residual degrees of freedom: 6094
## maximum log-likelihood: -18720.64
##
## AIC(4): 37567.27
## BIC(4): 37990.97
## G^2(4): 2395.285 (Likelihood ratio/deviance statistic)
## X^2(4): 84130.23 (Chi-square goodness of fit)
##
## Model 1: llik = -18652.89 ... best llik = -18652.89
## Model 2: llik = -18622.19 ... best llik = -18622.19
## Model 3: llik = -18652.89 ... best llik = -18622.19
## Model 4: llik = -18652.89 ... best llik = -18622.19
## Model 5: llik = -18652.89 ... best llik = -18622.19
## Model 6: llik = -18622.19 ... best llik = -18622.19
## Model 7: llik = -18622.19 ... best llik = -18622.19
## Model 8: llik = -18622.19 ... best llik = -18622.19
## Model 9: llik = -18622.19 ... best llik = -18622.19
## Model 10: llik = -18652.89 ... best llik = -18622.19
## Model 11: llik = -18668.54 ... best llik = -18622.19
## Model 12: llik = -18622.19 ... best llik = -18622.19
## Model 13: llik = -18652.89 ... best llik = -18622.19
## Model 14: llik = -18668.54 ... best llik = -18622.19
## Model 15: llik = -18668.54 ... best llik = -18622.19
## Model 16: llik = -18652.89 ... best llik = -18622.19
## Model 17: llik = -18668.59 ... best llik = -18622.19
## Model 18: llik = -18622.19 ... best llik = -18622.19
## Model 19: llik = -18652.89 ... best llik = -18622.19
## Model 20: llik = -18668.54 ... best llik = -18622.19
## Model 21: llik = -18622.19 ... best llik = -18622.19
## Model 22: llik = -18622.19 ... best llik = -18622.19
## Model 23: llik = -18622.19 ... best llik = -18622.19
## Model 24: llik = -18668.59 ... best llik = -18622.19
## Model 25: llik = -18655.33 ... best llik = -18622.19
## Model 26: llik = -18668.54 ... best llik = -18622.19
## Model 27: llik = -18652.89 ... best llik = -18622.19
## Model 28: llik = -18622.19 ... best llik = -18622.19
## Model 29: llik = -18668.54 ... best llik = -18622.19
## Model 30: llik = -18652.89 ... best llik = -18622.19
## Model 31: llik = -18622.19 ... best llik = -18622.19
## Model 32: llik = -18622.19 ... best llik = -18622.19
## Model 33: llik = -18622.19 ... best llik = -18622.19
## Model 34: llik = -18668.59 ... best llik = -18622.19
## Model 35: llik = -18622.19 ... best llik = -18622.19
## Model 36: llik = -18622.19 ... best llik = -18622.19
## Model 37: llik = -18668.59 ... best llik = -18622.19
## Model 38: llik = -18668.54 ... best llik = -18622.19
## Model 39: llik = -18622.19 ... best llik = -18622.19
## Model 40: llik = -18622.19 ... best llik = -18622.19
## Model 41: llik = -18669.45 ... best llik = -18622.19
## Model 42: llik = -18668.59 ... best llik = -18622.19
## Model 43: llik = -18652.89 ... best llik = -18622.19
## Model 44: llik = -18622.19 ... best llik = -18622.19
## Model 45: llik = -18652.89 ... best llik = -18622.19
## Model 46: llik = -18652.89 ... best llik = -18622.19
## Model 47: llik = -18622.19 ... best llik = -18622.19
## Model 48: llik = -18656.08 ... best llik = -18622.19
## Model 49: llik = -18673.5 ... best llik = -18622.19
## Model 50: llik = -18668.59 ... best llik = -18622.19
## Model 51: llik = -18622.19 ... best llik = -18622.19
## Model 52: llik = -18622.19 ... best llik = -18622.19
## Model 53: llik = -18622.19 ... best llik = -18622.19
## Model 54: llik = -18668.54 ... best llik = -18622.19
## Model 55: llik = -18622.19 ... best llik = -18622.19
## Model 56: llik = -18668.54 ... best llik = -18622.19
## Model 57: llik = -18669.49 ... best llik = -18622.19
## Model 58: llik = -18622.19 ... best llik = -18622.19
## Model 59: llik = -18622.19 ... best llik = -18622.19
## Model 60: llik = -18622.19 ... best llik = -18622.19
## Model 61: llik = -18622.19 ... best llik = -18622.19
## Model 62: llik = -18622.19 ... best llik = -18622.19
## Model 63: llik = -18622.19 ... best llik = -18622.19
## Model 64: llik = -18622.19 ... best llik = -18622.19
## Model 65: llik = -18622.19 ... best llik = -18622.19
## Model 66: llik = -18622.19 ... best llik = -18622.19
## Model 67: llik = -18622.19 ... best llik = -18622.19
## Model 68: llik = -18622.19 ... best llik = -18622.19
## Model 69: llik = -18668.54 ... best llik = -18622.19
## Model 70: llik = -18652.89 ... best llik = -18622.19
## Model 71: llik = -18673.51 ... best llik = -18622.19
## Model 72: llik = -18622.19 ... best llik = -18622.19
## Model 73: llik = -18622.19 ... best llik = -18622.19
## Model 74: llik = -18622.19 ... best llik = -18622.19
## Model 75: llik = -18668.54 ... best llik = -18622.19
## Model 76: llik = -18668.59 ... best llik = -18622.19
## Model 77: llik = -18669.32 ... best llik = -18622.19
## Model 78: llik = -18652.89 ... best llik = -18622.19
## Model 79: llik = -18622.19 ... best llik = -18622.19
## Model 80: llik = -18622.19 ... best llik = -18622.19
## Model 81: llik = -18622.19 ... best llik = -18622.19
## Model 82: llik = -18652.89 ... best llik = -18622.19
## Model 83: llik = -18622.19 ... best llik = -18622.19
## Model 84: llik = -18668.54 ... best llik = -18622.19
## Model 85: llik = -18622.19 ... best llik = -18622.19
## Model 86: llik = -18668.59 ... best llik = -18622.19
## Model 87: llik = -18652.89 ... best llik = -18622.19
## Model 88: llik = -18668.54 ... best llik = -18622.19
## Model 89: llik = -18670.89 ... best llik = -18622.19
## Model 90: llik = -18668.54 ... best llik = -18622.19
## Model 91: llik = -18652.89 ... best llik = -18622.19
## Model 92: llik = -18622.19 ... best llik = -18622.19
## Model 93: llik = -18652.89 ... best llik = -18622.19
## Model 94: llik = -18668.59 ... best llik = -18622.19
## Model 95: llik = -18652.89 ... best llik = -18622.19
## Model 96: llik = -18622.19 ... best llik = -18622.19
## Model 97: llik = -18668.59 ... best llik = -18622.19
## Model 98: llik = -18652.89 ... best llik = -18622.19
## Model 99: llik = -18622.19 ... best llik = -18622.19
## Model 100: llik = -18622.19 ... best llik = -18622.19
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.9692 0.0308
## class 2: 0.9981 0.0019
## class 3: 0.9680 0.0320
## class 4: 0.7950 0.2050
## class 5: 0.9950 0.0050
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9866 0.0134
## class 2: 0.9990 0.0010
## class 3: 0.9119 0.0881
## class 4: 0.9156 0.0844
## class 5: 1.0000 0.0000
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.6863 0.3137
## class 2: 0.9293 0.0707
## class 3: 0.8122 0.1878
## class 4: 0.5604 0.4396
## class 5: 0.9043 0.0957
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 0.9891 0.0109
## class 2: 1.0000 0.0000
## class 3: 0.8729 0.1271
## class 4: 0.6173 0.3827
## class 5: 1.0000 0.0000
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.4705 0.5295
## class 2: 0.9481 0.0519
## class 3: 0.4392 0.5608
## class 4: 0.2892 0.7108
## class 5: 0.7884 0.2116
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.8665 0.1335
## class 2: 1.0000 0.0000
## class 3: 0.8559 0.1441
## class 4: 0.1794 0.8206
## class 5: 0.9556 0.0444
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.8922 0.1078
## class 2: 0.9918 0.0082
## class 3: 0.8591 0.1409
## class 4: 0.4698 0.5302
## class 5: 0.9443 0.0557
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9553 0.0447
## class 2: 0.9994 0.0006
## class 3: 0.9711 0.0289
## class 4: 0.3683 0.6317
## class 5: 0.9919 0.0081
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9848 0.0152
## class 2: 0.9955 0.0045
## class 3: 0.8941 0.1059
## class 4: 0.9112 0.0888
## class 5: 0.9963 0.0037
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9903 0.0097
## class 2: 0.9983 0.0017
## class 3: 0.5324 0.4676
## class 4: 0.6362 0.3638
## class 5: 0.9939 0.0061
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.6461 0.3539
## class 2: 0.9938 0.0062
## class 3: 0.6182 0.3818
## class 4: 0.4097 0.5903
## class 5: 0.9705 0.0295
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.7333 0.2667
## class 2: 0.9033 0.0967
## class 3: 0.2331 0.7669
## class 4: 0.2014 0.7986
## class 5: 0.0000 1.0000
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.8229 0.1771
## class 2: 0.9820 0.0180
## class 3: 0.0000 1.0000
## class 4: 0.2305 0.7695
## class 5: 0.7372 0.2628
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.7759 0.2241
## class 2: 0.9624 0.0376
## class 3: 0.7194 0.2806
## class 4: 0.4356 0.5644
## class 5: 0.8008 0.1992
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.9906 0.0094
## class 2: 0.9983 0.0017
## class 3: 0.9073 0.0927
## class 4: 0.7203 0.2797
## class 5: 0.8722 0.1278
##
## Estimated class population shares
## 0.134 0.6519 0.0391 0.0227 0.1523
##
## Predicted class memberships (by modal posterior prob.)
## 0.102 0.7117 0.0364 0.0218 0.1281
##
## =========================================================
## Fit for 5 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 79
## residual degrees of freedom: 6078
## maximum log-likelihood: -18622.19
##
## AIC(5): 37402.38
## BIC(5): 37933.68
## G^2(5): 2198.392 (Likelihood ratio/deviance statistic)
## X^2(5): 50655.27 (Chi-square goodness of fit)
##
## Model 1: llik = -18562.59 ... best llik = -18562.59
## Model 2: llik = -18604.74 ... best llik = -18562.59
## Model 3: llik = -18562.59 ... best llik = -18562.59
## Model 4: llik = -18562.59 ... best llik = -18562.59
## Model 5: llik = -18564.88 ... best llik = -18562.59
## Model 6: llik = -18570.44 ... best llik = -18562.59
## Model 7: llik = -18604.74 ... best llik = -18562.59
## Model 8: llik = -18583.84 ... best llik = -18562.59
## Model 9: llik = -18570.44 ... best llik = -18562.59
## Model 10: llik = -18605.61 ... best llik = -18562.59
## Model 11: llik = -18562.59 ... best llik = -18562.59
## Model 12: llik = -18570.44 ... best llik = -18562.59
## Model 13: llik = -18562.59 ... best llik = -18562.59
## Model 14: llik = -18562.59 ... best llik = -18562.59
## Model 15: llik = -18562.59 ... best llik = -18562.59
## Model 16: llik = -18570.44 ... best llik = -18562.59
## Model 17: llik = -18562.59 ... best llik = -18562.59
## Model 18: llik = -18570.43 ... best llik = -18562.59
## Model 19: llik = -18566.99 ... best llik = -18562.59
## Model 20: llik = -18562.59 ... best llik = -18562.59
## Model 21: llik = -18562.59 ... best llik = -18562.59
## Model 22: llik = -18562.59 ... best llik = -18562.59
## Model 23: llik = -18592.42 ... best llik = -18562.59
## Model 24: llik = -18562.59 ... best llik = -18562.59
## Model 25: llik = -18562.59 ... best llik = -18562.59
## Model 26: llik = -18570.43 ... best llik = -18562.59
## Model 27: llik = -18587.62 ... best llik = -18562.59
## Model 28: llik = -18562.59 ... best llik = -18562.59
## Model 29: llik = -18562.59 ... best llik = -18562.59
## Model 30: llik = -18570.44 ... best llik = -18562.59
## Model 31: llik = -18562.59 ... best llik = -18562.59
## Model 32: llik = -18570.43 ... best llik = -18562.59
## Model 33: llik = -18562.59 ... best llik = -18562.59
## Model 34: llik = -18570.43 ... best llik = -18562.59
## Model 35: llik = -18604.74 ... best llik = -18562.59
## Model 36: llik = -18570.44 ... best llik = -18562.59
## Model 37: llik = -18570.44 ... best llik = -18562.59
## Model 38: llik = -18570.9 ... best llik = -18562.59
## Model 39: llik = -18604.08 ... best llik = -18562.59
## Model 40: llik = -18562.59 ... best llik = -18562.59
## Model 41: llik = -18605.41 ... best llik = -18562.59
## Model 42: llik = -18562.59 ... best llik = -18562.59
## Model 43: llik = -18570.43 ... best llik = -18562.59
## Model 44: llik = -18570.44 ... best llik = -18562.59
## Model 45: llik = -18604.08 ... best llik = -18562.59
## Model 46: llik = -18562.59 ... best llik = -18562.59
## Model 47: llik = -18579.27 ... best llik = -18562.59
## Model 48: llik = -18562.59 ... best llik = -18562.59
## Model 49: llik = -18562.59 ... best llik = -18562.59
## Model 50: llik = -18562.59 ... best llik = -18562.59
## Model 51: llik = -18562.59 ... best llik = -18562.59
## Model 52: llik = -18570.43 ... best llik = -18562.59
## Model 53: llik = -18570.44 ... best llik = -18562.59
## Model 54: llik = -18562.59 ... best llik = -18562.59
## Model 55: llik = -18572.01 ... best llik = -18562.59
## Model 56: llik = -18562.59 ... best llik = -18562.59
## Model 57: llik = -18563.13 ... best llik = -18562.59
## Model 58: llik = -18644.72 ... best llik = -18562.59
## Model 59: llik = -18570.43 ... best llik = -18562.59
## Model 60: llik = -18570.44 ... best llik = -18562.59
## Model 61: llik = -18604.09 ... best llik = -18562.59
## Model 62: llik = -18562.59 ... best llik = -18562.59
## Model 63: llik = -18562.59 ... best llik = -18562.59
## Model 64: llik = -18562.59 ... best llik = -18562.59
## Model 65: llik = -18562.6 ... best llik = -18562.59
## Model 66: llik = -18610.87 ... best llik = -18562.59
## Model 67: llik = -18562.59 ... best llik = -18562.59
## Model 68: llik = -18570.44 ... best llik = -18562.59
## Model 69: llik = -18604.74 ... best llik = -18562.59
## Model 70: llik = -18571.28 ... best llik = -18562.59
## Model 71: llik = -18565.34 ... best llik = -18562.59
## Model 72: llik = -18570.43 ... best llik = -18562.59
## Model 73: llik = -18605.27 ... best llik = -18562.59
## Model 74: llik = -18562.59 ... best llik = -18562.59
## Model 75: llik = -18562.59 ... best llik = -18562.59
## Model 76: llik = -18570.44 ... best llik = -18562.59
## Model 77: llik = -18570.44 ... best llik = -18562.59
## Model 78: llik = -18570.43 ... best llik = -18562.59
## Model 79: llik = -18562.59 ... best llik = -18562.59
## Model 80: llik = -18562.59 ... best llik = -18562.59
## Model 81: llik = -18593.48 ... best llik = -18562.59
## Model 82: llik = -18605.21 ... best llik = -18562.59
## Model 83: llik = -18604.09 ... best llik = -18562.59
## Model 84: llik = -18590.08 ... best llik = -18562.59
## Model 85: llik = -18570.43 ... best llik = -18562.59
## Model 86: llik = -18604.37 ... best llik = -18562.59
## Model 87: llik = -18604.09 ... best llik = -18562.59
## Model 88: llik = -18562.59 ... best llik = -18562.59
## Model 89: llik = -18604.74 ... best llik = -18562.59
## Model 90: llik = -18562.59 ... best llik = -18562.59
## Model 91: llik = -18562.59 ... best llik = -18562.59
## Model 92: llik = -18562.59 ... best llik = -18562.59
## Model 93: llik = -18590.49 ... best llik = -18562.59
## Model 94: llik = -18598.69 ... best llik = -18562.59
## Model 95: llik = -18570.43 ... best llik = -18562.59
## Model 96: llik = -18570.44 ... best llik = -18562.59
## Model 97: llik = -18570.43 ... best llik = -18562.59
## Model 98: llik = -18562.59 ... best llik = -18562.59
## Model 99: llik = -18619.51 ... best llik = -18562.59
## Model 100: llik = -18570.44 ... best llik = -18562.59
## Conditional item response (column) probabilities,
## by outcome variable, for each class (row)
##
## $aAcupuncture
## Pr(1) Pr(2)
## class 1: 0.9835 0.0165
## class 2: 0.7483 0.2517
## class 3: 0.9954 0.0046
## class 4: 0.9978 0.0022
## class 5: 0.8692 0.1308
## class 6: 0.9686 0.0314
##
## $aBiofeedback
## Pr(1) Pr(2)
## class 1: 0.9878 0.0122
## class 2: 0.8255 0.1745
## class 3: 0.9998 0.0002
## class 4: 0.9991 0.0009
## class 5: 0.9834 0.0166
## class 6: 0.9150 0.0850
##
## $aChiropractic
## Pr(1) Pr(2)
## class 1: 0.7165 0.2835
## class 2: 0.4948 0.5052
## class 3: 0.8990 0.1010
## class 4: 0.9309 0.0691
## class 5: 0.6317 0.3683
## class 6: 0.8035 0.1965
##
## $aEnergyHeal
## Pr(1) Pr(2)
## class 1: 0.9943 0.0057
## class 2: 0.3196 0.6804
## class 3: 1.0000 0.0000
## class 4: 1.0000 0.0000
## class 5: 0.8870 0.1130
## class 6: 0.8916 0.1084
##
## $aExerciseMove
## Pr(1) Pr(2)
## class 1: 0.4522 0.5478
## class 2: 0.1447 0.8553
## class 3: 0.7891 0.2109
## class 4: 0.9598 0.0402
## class 5: 0.5131 0.4869
## class 6: 0.4311 0.5689
##
## $aHerbal
## Pr(1) Pr(2)
## class 1: 0.9305 0.0695
## class 2: 0.1546 0.8454
## class 3: 0.9650 0.0350
## class 4: 0.9992 0.0008
## class 5: 0.3571 0.6429
## class 6: 0.8610 0.1390
##
## $aVitamins
## Pr(1) Pr(2)
## class 1: 0.9263 0.0737
## class 2: 0.4598 0.5402
## class 3: 0.9489 0.0511
## class 4: 0.9914 0.0086
## class 5: 0.6175 0.3825
## class 6: 0.8602 0.1398
##
## $aHomeopathy
## Pr(1) Pr(2)
## class 1: 0.9917 0.0083
## class 2: 0.4146 0.5854
## class 3: 0.9961 0.0039
## class 4: 0.9986 0.0014
## class 5: 0.5616 0.4384
## class 6: 0.9718 0.0282
##
## $aHypnosis
## Pr(1) Pr(2)
## class 1: 0.9897 0.0103
## class 2: 0.7988 0.2012
## class 3: 0.9957 0.0043
## class 4: 0.9952 0.0048
## class 5: 0.9740 0.0260
## class 6: 0.9031 0.0969
##
## $aImageryTech
## Pr(1) Pr(2)
## class 1: 0.9906 0.0094
## class 2: 0.2349 0.7651
## class 3: 0.9942 0.0058
## class 4: 0.9984 0.0016
## class 5: 0.9603 0.0397
## class 6: 0.5559 0.4441
##
## $aMassage
## Pr(1) Pr(2)
## class 1: 0.6789 0.3211
## class 2: 0.2945 0.7055
## class 3: 0.9669 0.0331
## class 4: 0.9963 0.0037
## class 5: 0.5673 0.4327
## class 6: 0.6167 0.3833
##
## $aPrayer
## Pr(1) Pr(2)
## class 1: 0.8096 0.1904
## class 2: 0.0561 0.9439
## class 3: 0.0000 1.0000
## class 4: 0.9096 0.0904
## class 5: 0.3791 0.6209
## class 6: 0.2616 0.7384
##
## $aRelaxMeditate
## Pr(1) Pr(2)
## class 1: 0.8709 0.1291
## class 2: 0.0000 1.0000
## class 3: 0.7500 0.2500
## class 4: 0.9821 0.0179
## class 5: 0.5614 0.4386
## class 6: 0.0000 1.0000
##
## $aSpecialDiet
## Pr(1) Pr(2)
## class 1: 0.7969 0.2031
## class 2: 0.2975 0.7025
## class 3: 0.8072 0.1928
## class 4: 0.9641 0.0359
## class 5: 0.6572 0.3428
## class 6: 0.7038 0.2962
##
## $aSpiritHeal
## Pr(1) Pr(2)
## class 1: 0.9968 0.0032
## class 2: 0.5307 0.4693
## class 3: 0.8792 0.1208
## class 4: 0.9981 0.0019
## class 5: 0.8911 0.1089
## class 6: 0.9218 0.0782
##
## Estimated class population shares
## 0.1262 0.0092 0.1588 0.6324 0.0318 0.0415
##
## Predicted class memberships (by modal posterior prob.)
## 0.0806 0.0084 0.2353 0.6096 0.0274 0.0387
##
## =========================================================
## Fit for 6 latent classes:
## =========================================================
## number of observations: 6157
## number of estimated parameters: 95
## residual degrees of freedom: 6062
## maximum log-likelihood: -18562.59
##
## AIC(6): 37315.17
## BIC(6): 37954.08
## G^2(6): 2079.186 (Likelihood ratio/deviance statistic)
## X^2(6): 24525.15 (Chi-square goodness of fit)
##
## Model AIC BIC MaxLogLikelihood LikelihoodRatio Entropy
## 1 Model 1 42920.49 43021.37 -21445.25 7844.506 NaN
## 2 Model 2 38573.57 38782.06 -19255.79 3465.584 0.718
## 3 Model 3 37885.56 38201.65 -18895.78 2745.571 0.604
## 4 Model 4 37567.27 37990.97 -18720.64 2395.285 0.658
## 5 Model 5 37402.38 37933.68 -18622.19 2198.392 0.673
## 6 Model 6 37315.17 37954.08 -18562.59 2079.186 0.667
## PropInSmallestClass
## 1 100.000000
## 2 17.346376
## 3 4.808891
## 4 4.675679
## 5 2.265162
## 6 0.924394