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Table 1 Fit statistics: unrestricted models with 1–8 classes

From: A framework for characterizing heterogeneity in neurodevelopmental data using latent profile analysis in a sample of children with ADHD

Number of classes

Parameters

Modes

Start values ending at top mode

LL

AIC

BIC

Entropy

1

14

N/A

N/A

−1144.41

2316.81

2355.84

1

2

22

1

100%

−1103.32

2250.63

2311.96

0.92

3

30

4

12%

−1090.29

2240.58

2324.21

0.91

4

38

11

10%

−1076.77

2229.53

2335.46

0.91

5

46

24

65%

−1063.67

2219.33

2347.56

0.90

6

54

50

9%

−1052.50

2212.99

2363.52

0.88

7

62

82

5%

−1040.98

2205.97

2378.79

0.89

8

70

115

0.1%

−1030.94

2201.87

2397.00

0.87

  1. LL loglikelihood, AIC Akaike information criterion, BIC Bayesian information criterion, N/A not applicable