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The bridge uses the backend-independent prior specification retained by gp3bayes; saved backend prior draws are not required.

Shift, contraction, interval overlap, Kolmogorov-Smirnov distance, and quantile-based Wasserstein distance are descriptive marginal summaries, not automatic measures of prior adequacy.