In this note, we consider the problem of classifying the elements of a parameter ensemble from a Bayesian hierarchical model as above or below a given threshold, C. Two threshold classification losses (TCLs)–termed balanced TCL and p-weighted TCL, respectively–are formulated. The p-weighted...