Machine learning to optimize precision in the analysis of randomized trials: A journey in pre-specified, yet data-adaptive learning

Laura B. Balzer, Mark J. van der Laan, Maya L. Petersen

Covariate adjustment is an approach to improve the precision of trial analyses by adjusting for baseline variables that are prognostic of the primary endpoint. Motivated by the SEA…