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Balancing properties : a need for the application of propensity score methods in estimation of treatment effects

机译:平衡特性:倾向得分方法在治疗效果评估中的应用需求

摘要

There has been recently a striking increase in the use of propensity score methods in health sciences research as a tool to adjust for selection bias in making causal inferences from observational controlled studies. However, reviews of published studies that use these techniques suggest that investigators often do not pay proper attention to thorough verification of appropriate fulfilment of propensity score adjusting properties. By using a case study in which balance is not achieved, we illustrate the need to systematically asses the accomplishment of the balancing property of the propensity score as a critical requirement for obtaining unbiased treatment effects estimates.
机译:最近,在健康科学研究中,倾向得分方法的使用已显着增加,可作为一种工具,用于根据观察性对照研究做出因果推断时调整选择偏见。但是,对使用这些技术的已发表研究的评论表明,研究人员通常没有适当注意对倾向评分调整属性是否适当履行进行透彻验证。通过使用一个案例研究,其中没有达到平衡,我们说明了需要系统地评估倾向得分平衡特性的实现,这是获得无偏治疗效果估计的关键要求。

著录项

  • 作者

    Urkaregi Arantza;

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  • 年度 2014
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  • 原文格式 PDF
  • 正文语种 eng
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