Table 3. Model fit statistics of the one- to four-class latent class analysis models.
# of classes | Log likelihood | Degree of freedom | BIC | AIC | LMRLR testing the null hypothesis | P-value for LMRLR |
---|---|---|---|---|---|---|
1 | -4904.4 | 513 | 10657.6 | 10634.9 | -- | -- |
2 | -4869.1 | 412 | 10629.7 | 10578.6 | Class 1 vs Class 2 | 0.03 |
3 | -4862.7 | 401 | 10657.7 | 10578.2 | Class 2 vs Class 3 | 0.30 |
4 | -4862.0 | 390 | 10672.0 | 10581.1 | Class 3 vs Class 4 | 0.08 |
Note: Bold text signifies the selected model.
Abbreviations: BIC: Bayesian information criterion; AIC, Akaike information criterion; LMRLR, Lo-Mendell-Rubin Likelihood Ratio tests.