Table 2.
Summary of information for selecting number of latent classes for college student tobacco and nicotine product use (M-PACT, waves 1 through 4; n = 5,482)
| No. latent classes | Likelihood-ratio G2 | Degrees of freedom | AIC | BIC | ABIC | Log-likelihood | Entropy |
|---|---|---|---|---|---|---|---|
| Wave 1 | |||||||
| 2 | 4055.02 | 1002 | 4097.02 | 4235.82 | 4169.09 | − 21648.05 | 0.87 |
| 3 | 2682.40 | 991 | 2746.40 | 2957.89 | 2856.21 | − 20961.73 | 0.78 |
| 4 | 2039.60 | 980 | 2125.60 | 2409.80 | 2273.16 | − 20640.34 | 0.78 |
| 5 | 1621.83 | 969 | 1729.83 | 2086.73 | 1915.14 | − 20431.45 | 0.82 |
| 6 | 1326.48 | 958 | 1456.48 | 1886.08 | 1679.53 | − 20283.78 | 0.86 |
| 7 | 1104.65 | 947 | 1256.65 | 1758.95 | 1517.44 | − 20172.86 | 0.88 |
| Wave 2 | |||||||
| 2 | 2521.50 | 1002 | 2563.50 | 2697.28 | 2630.55 | − 16257.53 | 0.88 |
| 3 | 1543.64 | 991 | 1607.64 | 1811.49 | 1709.81 | − 15768.60 | 0.78 |
| 4 | 1174.25 | 980 | 1260.25 | 1534.17 | 1397.53 | − 15583.91 | 0.77 |
| 5 | 916.60 | 969 | 1024.60 | 1368.60 | 1197.01 | − 15455.08 | 0.80 |
| 6 | 776.78 | 958 | 906.78 | 1320.85 | 1114.31 | − 15385.17 | 0.83 |
| 7 | 640.22 | 947 | 792.22 | 1276.36 | 1034.86 | −15316.89 | 0.85 |
| Wave 3 | |||||||
| 2 | 2344.73 | 1002 | 2386.73 | 2520.52 | 2453.79 | − 16342.82 | 0.87 |
| 3 | 1359.57 | 991 | 1423.57 | 1627.44 | 1525.76 | − 15850.25 | 0.77 |
| 4 | 995.98 | 980 | 1081.98 | 1355.93 | 1219.29 | − 15668.45 | 0.79 |
| 5 | 765.31 | 969 | 873.31 | 1217.34 | 1045.75 | − 15553.11 | 0.83 |
| 6 | 643.47 | 958 | 773.47 | 1187.59 | 981.05 | − 15492.20 | 0.85 |
| 7 | 507.39 | 947 | 659.39 | 1143.59 | 902.09 | − 15424.16 | 0.83 |
| Wave 4 | |||||||
| 2 | 2181.27 | 1002 | 2223.27 | 2357.62 | 2290.89 | − 16637.18 | 0.87 |
| 3 | 1245.93 | 991 | 1309.93 | 1514.64 | 1412.96 | − 16169.51 | 0.75 |
| 4 | 915.26 | 980 | 1001.26 | 1276.34 | 1319.34 | − 16004.17 | 0.75 |
| 5 | 686.75 | 969 | 794.75 | 1140.20 | 968.61 | − 15889.91 | 0.77 |
| 6 | 574.69 | 958 | 704.69 | 1120.51 | 913.97 | − 15833.89 | 0.83 |
| 7 | 476.14 | 947 | 628.14 | 1114.33 | 872.83 | − 15784.61 | 0.79 |
A1C Akaike information criterion; BIC Bayesian information criterion; ABIC adjusted BIC using Rissanen’s sample size adjustment. p values not reported because degrees of freedom too large. Italic font indicates the best-fitting model at each wave