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causal inference 1covariate adjustment 1machine learning 1precision improvement 1randomized trials 1

From the 1 of 1 linked paper with an AI index.

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1 paper

stat.ME2026

Towards Best Practices for Covariate Adjustment in Regulatory Trials: From Fixed to Data-Adaptive Approaches

Laura B. Balzer, Lei Nie, Issa J. Dahabreh +15

The paper discusses how to improve precision in randomized clinical trials by using covariate adjustment, comparing traditional fixed parametric methods with flexible data‑adaptive…