MetaHunt recovers latent basis functions via an extended successive projection algorithm to enable privacy-preserving prediction of function-valued meta-analytic quantities from study-level covariates and estimates alone.
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A review organizes externally controlled trial methodology through causal estimands and identifiability assumptions for single-arm and hybrid designs with borrowing strategies.
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Privacy-preserving Meta-analysis through Low-Rank Basis Hunting
MetaHunt recovers latent basis functions via an extended successive projection algorithm to enable privacy-preserving prediction of function-valued meta-analytic quantities from study-level covariates and estimates alone.
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Externally Controlled Trials: A Review of Design and Borrowing Through a Causal Lens
A review organizes externally controlled trial methodology through causal estimands and identifiability assumptions for single-arm and hybrid designs with borrowing strategies.