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Model comparison Test model in isolation? PPC Parametric bootstrap Compare physical models or empirical descriptions? yes no, relative Information content (AIC) Prediction quality (Cross validation) empirical physical effects Additive component Parameter estimation Region of equivalence Bayesian model comparison yes no Bayesian model comparison