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Table 1 Model fit statistics for the LCA models

From: Clustering of lifestyle and health behaviours in Australian adolescents and associations with obesity, self-rated health and quality of life

Model

N

Log likelihood

df

AIC

BIC

L2

% reduction in L2

For male participants

 One class

1606

-24527.86

38

49131.72

49336.22

25426.43

-

 Two class

1606

-24041.07

74

48230.14

48628.37

24452.85

3.8

 Three class

1606

-23755.00

98

47706.00

48233.39

23880.71

6.1

 Four class

1606

-23568.01

138

47412.02

48154.67

23503.99

7.6

 Five classa

1606

-23403.70

175

47157.40

48099.16

23178.11

8.8

 Six class

1606

-23336.56

210

47093.12

48223.24

23043.83

9.4

 Seven class

1606

-23225.17

249

46948.34

48288.33

22821.05

10.2

 Eight class

1606

-23151.64

278

46859.28

48355.33

22673.98

10.8

For female participants

 One class

1521

-23868.59

38

47813.18

48015.61

25574.27

-

 Two class

1521

-23472.68

75

47095.36

47494.89

24782.45

3.1

 Three class

1521

-22745.39

115

45720.78

46333.4

23327.87

8.8

 Four classa

1521

-22475.41

133

45216.82

45925.33

22787.91

10.9

 Five class

1521

-22311.89

190

45003.77

46015.93

22460.87

12.2

 Six class

1521

-22214.14

207

44842.28

45944.99

22265.37

12.9

 Seven class

1521

-22135.76

244

44759.52

46059.33

22108.61

13.6

 Eight class

1521

-22042.32

277

44638.64

46114.26

21921.73

14.3

  1. aBased on the model fit characteristics, five class and four class LCA classifications were adopted for male and female participants, respectively
  2. Abbreviations: df degrees of freedom, AIC Akaike Information Criterion, BIC Bayesian information criterion