Table 2 Model Selection Criteria of the Growth Mixture Model (GMM) analysis
Growth mixture model (GMM) | Likelihood Ratio Test p-value | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Free parameters | LL | AIC | BIC | aBIC | Classes-size (%) | Entropy | Bootstrapped | Vuong-Lo-Mendell-Rubin | Lo-Mendell-Rubin | ||
Physical activity | 1-class | 14 | −23,840.52 | 47,709.05 | 47,791.9 | 47,747.4 | 100 | ||||
2-classes | 13 | − 2758.87 | 5543.74 | 5620.63 | 5579.33 | 63,37 | 0.98 | < 0.01 | < 0.01 | < 0.01 | |
3-classes | 21 | − 1682.76 | 3407.52 | 3531.72 | 3464.99 | 37,20,43 | 0.99 | < 0.01 | 1.00 | 1.00 | |
4-classes | 29 | − 1909.13 | 3876.26 | 4047.78 | 3955.64 | 0,59,28,13 | 0.99 | 1.00 | 0.34 | 0.34 | |
Sedentary behavior | 1-class | 16 | −31,918.59 | 63,869.17 | 63,963.01 | 63,912.17 | 100 | ||||
2-classes | 14 | −13,259.06 | 26,546.12 | 26,628.21 | 26,583.73 | 91,9 | 0.92 | < 0.01 | 0.14 | 0.14 | |
3-classes | 22 | −13,113.08 | 26,250.16 | 26,320.54 | 26,282.41 | 90,2,8 | 0.93 | < 0.01 | 0.01 | 0.01 | |
4-classes | 30 | −13,063.23 | 26,186.45 | 26,362.36 | 26,267.04 | 0,86,3,11 | 0.91 | 1.00 | 0.53 | 0.53 | |