1 Introduction Randomized controlled trials (RCTs) are considered for the gold standard for evaluating the efficacy and safety of medications and healthcare interventions. Randomization will, on average, balance measured and unmeasured baseline covariates between the arms of the RCT, so that any difference in outcome between randomization arms can be attributed to the treatment or intervention. However, RCTs are not always feasible for ethical or practical reasons.