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. 2020 Nov 16;50(3):550–562. doi: 10.1007/s10964-020-01350-7

Table 3.

Fit statistics for LPA models ranging from two to six classes

Model AIC CAIC BIC aBIC LMR BLRT Entropy Min. class
2 classes 28632 28697 28687 28656 p < 0.001 p < 0.001 0.69 42.19%
3 classes 28140 28232 28218 28174 p = 0.015 p < 0.001 0.77 9.14%
4 classes 27854 27972 27954 27897 p = 0.404 p < 0.001 0.83 3.08%
5 classes 27380 27525 27503 27433 p = 0.022 p < 0.001 0.95 3.08%
6 classes Model was not well identifieda

Bold font indicates the selected model

LPA Latent profile analysis, AIC Akaike information criterion, CAIC Consistent AIC, BIC Bayesian information criterion, aBIC Sample-size adjusted BIC, LMR Lo-Mendell-Rubin likelihood ratio test, BLRT Bootstrap likelihood ratio test, Min. class % of smallest class based on the individuals’ highest affiliation probability

aThe model estimation could not be replicated and consequently, the estimates were untrustworthy