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Mixed Effects Models(MEMs) have used overall model fit indices such as the Akaike Information Criterion(AIC;Akaike,1987) and the Bayesian Information Criterion(BIC;Schwarz,1978) to evaluate the appropriateness of a model fitted to longitudinal data.