Abstract Although Bayesian linear mixed effects models are increasingly popular for analysis of within-subject designs in psychology and other fields, there remains considerable ambiguity on the most appropriate Bayes factor hypothesis test to quantify degree which data support presence or absence an experimental effect. Specifically, different choices both null model alternative possible, each...