Covariate adjustment for hierarchical outcomes and the win ratio: how to do it and is it worthwhile?
This paper introduces and validates an easily implemented ordinal logistic regression method for covariate adjustment in win ratio analyses of hierarchical outcomes, demonstrating that adjusting for prognostic variables consistently improves statistical power without compromising efficiency.