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. Author manuscript; available in PMC: 2023 Jun 22.
Published in final edited form as: Prev Sci. 2019 Oct;20(7):1031–1042. doi: 10.1007/s11121-019-01031-3

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