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. 2023 Dec 19;53(5):1197–1213. doi: 10.1007/s10964-023-01922-3

Table 2.

Model fit statistics for latent class analysis specifying 1–5 class solutions

Classes LL AIC BIC SSA-BIC Entropy LMR-LRT, p-value BLRT, p-value
1 −5176.77 10401.54 10492.02 10415.93 - - -
2 −4873.07 9840.13 10017.39 9868.32 0.846 602.86, <0.001 <0.001
3 −4776.54 9690.98 9954.98 9732.95 0.911 193.70, 0.001 <0.001
4 −4694.77 9575.55 9926.29 9631.31 0.933 161.29, 0.01 <0.001
5 −4652.67 9537.35 9974.84 9606.90 0.936 83.57, 0.60 <0.001

The bolded row represents the model with the best fit to the data

LL Loglikelihood, AIC Akaike’s Information Criterion, BIC Bayesian Information Criterion, SSA-BIC Sample size adjusted BIC, LMR-LRT Lo-Mendell-Rubin Adjusted Likelihood Ratio Test, BLRT Bootstrapped Likelihood Ratio Test