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James-Stein-style shrinkage — shrinking small- replication estimates toward zero or toward an estimated target — materially reduces the MSE of reported effect estimates in typical small- replication studies, including when the number of cross-replication groups is small () and the target must be estimated from the same groups. Replication status: n/a (hypothesis under test).