[lmm]

All probabilistic tools are accurate in theory, otherwise we wouldn't use them. Bayes' theorem is no different from e.g. the t-test in that regard. The question of whether it's worth using Bayes explicitly rather than other tools is and should be a question of whether we find it aligns with our understanding and helps us think more clearly.