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. 2022 Feb 17;16:12. doi: 10.1186/s13034-022-00441-6

Table 2.

Goodness of fit statistics of the different latent profile analyses

Goodness of fit measures 1 class 2 classes 3 classes 4 classes 5 classes
AIC 2327.75 2110.31 1868.65 1720.00 Did not converge
BIC 2378.02 2188.85 1975.46 1855.09
Sample adjusted BIC 2327.36 2109.69 1867.80 1718.94
Entropy 0.86 1.000 0.998
LMR 2 vs 1 3 vs 2 4 vs 3
230.46 254.17 163.75
P –value 0.0005 0.72 0.37
Bootstrapped LRT 235.45 259.66 166.64
 < 0.0001  < 0.0001  < 0.0001

AIC Akaike Information Criterion, BIC Bayesian Information Criterion, LMR Lo, Mendell, Rubin Likelihood Ratio Test. LRT = Likelihood Ratio Test. Bold data = solution that best fit the data