Development and validation of a method to compare outcomes between switchers and continuers in routine clinical practice

When hazard varies over time, evaluating continuers from treatment initiation introduces timing bias that can reverse the apparent direction of treatment effect. SMARTS, combined with confounder adjustment via propensity score matching, IPTW or standardized morbidity ratio weighting, substantially reduced this bias across diverse clinical scenarios and hazard trends.