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. 2017 Oct 5;5(10):e137. doi: 10.2196/mhealth.7820

Table 6.

Checking model fits for linear mixed-effects model of energy.

Model name Akaike information
criterion
Bayesian information
criterion
Log likelihood Chi-square value
(degrees of freedom)
P value
Random intercept only 6284.2 6301.0 −3139.1

Fixed-effects with random intercept only 6196.1 6240.9 −3090.0 98.1 (5) <.001
Maximal random-effects structure 5972.5 6095.9 −2964.2 251.6 (14) <.001