Table 2.

Model Fit Indices for the Latent Profile Models at Time 1.

Classes	LL	AIC	BIC	SABIC	Entropy	Largest class %	Smallest class %	VLMR	LMR
Model 1: LPA
2 classes	−2280.12	4610.24	4705.30	4626.00	0.91	53	47	896.99**	885.26**
3 classes	−2152.04	4380.09	4524.57	4404.03	0.86	41	27	256.16	252.81**
4 classes	−2086.98	4275.95	4469.86	4308.09	0.86	34	11	130.13	128.43
5 classes	−2042.15	4212.29	4455.63	4252.62	0.88	35	5	89.66	88.49
6 classes	−1998.82	4151.63	4444.39	4200.15	0.90	31	2	86.66	85.53
Model 2: LPA with correlated residuals
2 classes	−2123.86	4303.72	4410.18	4321.36	0.85	57	43	424.67**	419.12**
3 classes	−2066.31	4214.62	4370.51	4240.46	0.79	40	25	115.1	113.59
4 classes	−2020.52	4149.05	4354.36	4183.07	0.81	37	9	91.57	90.38
5 classes	−1987.57	4109.13	4363.87	4151.35	0.86	35	3	65.92	65.06
6 classes	−1956.12	4072.25	4376.42	4122.66	0.87	31	2	62.88	62.06
Model 3: Factor mixture model
2 classes	−2302.57	4643.14	4715.38	4655.11	0.91	55	45	852.1	831.63**
3 classes	−2198.64	4443.28	4530.73	4457.77	0.85	35	24	207.85	199.27
4 classes	−2136.50	4326.99	4429.65	4344.00	0.85	37	11	124.29	119.16
5 classes	−2099.51	4261.02	4378.88	4280.55	0.86	33	1	73.97	70.92
6 classes	−2066.98	4203.96	4337.03	4226.01	0.86	31	2	65.06	62.37

Note. LL = Loglikelihood; AIC = Akaike Information Criteria; BIC = Bayesian Information Criteria; SABIC = Sample-adjusted BIC; VLMR = Vuong-Lo-Mendell-Rubin likelihood ratio test; LMR = Lo-Mendell-Rubin adjusted likelihood ratio test.