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Table 2 Model fit statistics for different numbers of sexual health groups identified using latent class analysis

From: Latent class analysis of sexual health markers among men and women participating in a British probability sample survey

 

Number of classes

AIC

BIC

Entropy

Smallest class (%)

lowest class probability

LMR p-value

Men

1

38,361

38,465

 

100.0

1.00

 

2

36,783

36,998

0.70

18.5

0.86

<.001

3

35,911

36,238

0.75

10.0

0.85

<.001

4

35,565

36,003

0.89

4.3

0.88

<.001

5

35,408

35,957

0.71

3.7

0.82

0.330

6

35,352

36,013

0.70

3.6

0.67

0.182

Women

1

68,151

68,275

 

100.0

1.00

 

2

63,649

63,903

0.78

16.9

0.90

 

3

62,259

62,643

0.78

11.8

0.89

<.001

4

61,900

62,414

0.85

2.2

0.86

<.001

5

61,544

62,188

0.79

2.2

0.72

<.001

6

61,364

62,139

0.73

2.0

0.80

0.011

7

61,212

62,118

0.72

1.9

0.69

0.385

8

61,107

62,143

0.73

1.9

0.68

0.403

  1. Figures in bold show the fit of the four-class model selected for men, and the six-class model selected for women
  2. AIC Akaike Information Criterion, BIC Bayesian Information Criterion, LMR Lo-Mendell-Rubin likelihood ratio test