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. 2023 Jan 6;13:1041358. doi: 10.3389/fpsyg.2022.1041358

Table 2.

Comparison of latent profile analysis fit statistics.

Model df LL AIC BIC
1 Class 8 −241898.2 483812.3 483878.7
2 Classes 13 −240272.1 480570.1 480678.0
3 Classes 18 −237034.1 474104.2 474253.5
4 Classes 23 −236320.7 472687.5 472878.3
5 Classes 28 −236141.3 472338.5 472570.8
6 Classes 33 −236141.3 472348.5 472622.3

df, degree of freedom; LL, log likelihood; AIC, Akaike Information Criterion; BIC, Bayesian Information Criterion.The bold values indicated the best-fitted model because the least AIC or BIC values indicate the optimal number of classes.