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. 2024 Aug 30;24:590. doi: 10.1186/s12888-024-06044-z

Table 3.

Fit indices for latent class analysis models with 2–5 classes

Number of classed Log Likelihood Number of parameters AIC BIC aBIC LMRT
P-value
Entropy BLRT
P-value
2 -897.32 31 1856.64 1942.27 1844.27 < 0.001 0.95 < 0.001
3 -855.31 47 1804.63 1934.45 1785.88 0.002 0.95 < 0.001
4 -828.22 63 1782.43 1956.45 1757.30 0.059 0.98 < 0.001
5 -804.42 79 1766.84 1985.05 1735.33 0.598 0.97 < 0.001

AIC The Akaike’s Information Criterion, BIC The Bayesian Information Criterion, aBIC The sample-size–adjusted BIC, LMRT The Vuong-Lo-Mendell-Rubin Likelihood Ratio Test, BLRT The Bootstrap Likelihood Ratio Test