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Estimating the Efficiency Gain of Covariate-Adjusted Analyses in Future Clinical Trials Using External Data

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We present a framework for using existing external data to identify and estimate the relative efficiency of a covariate-adjusted estimator compared to an unadjusted estimator in a future randomized trial. Under conditions, these relative efficiencies approxima... ...