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For small- replication studies with groups whose shrinkage target must be estimated from the same groups, the prior MSE is large enough that the dominance margin of Remark falls below the cross-replication variance of the estimator, while the prior estimation step dominates the compute budget (Claim ); reporting raw estimates with honest uncertainty intervals is operationally preferable to the recommended shrinker. Replication status: untested.