We evaluate how inverse probability of treatment weighting (IPTW) and standardization-based approaches compare for obtaining marginal estimates of the odds-ratio and the hazards ratio. Specifically, we consider how the two methods compare in two different scenarios: (1) in a single comparative study (either randomized or non-randomized), and (2) in an anchored indirect treatment comparison of randomized controlled trials. For each scenario, we conduct a simulation study to investigate the relative efficiency of each method and the potential for bias. We conclude that standardization-based procedures may be more efficient at providing unbiased estimates than those based on IPTW.
翻译:我们评估了治疗权重(IPTW)和标准化方法的反比概率,以获得对概率差和危害比率的边际估计。具体地说,我们考虑了这两种方法在两种不同假设情况下的比较方式:(1) 单一比较研究(随机或非随机),(2) 随机控制试验的固定间接处理比较。我们进行了模拟研究,以调查每种方法的相对效率和偏差的可能性。我们的结论是,标准化程序在提供不偏倚的估计方面可能比基于IPTW的评估更为有效。