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在充分成分因果框架中识别操作中介和机制。

Identification of operating mediation and mechanism in the sufficient-component cause framework.

机构信息

Department of Epidemiology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Shikata-cho, Kita-ku, Okayama, Japan.

出版信息

Eur J Epidemiol. 2011 May;26(5):347-57. doi: 10.1007/s10654-011-9568-3. Epub 2011 Mar 30.

Abstract

The assessment of mediation and mechanism is one way to more deeply explore cause-effect relationships, providing a stronger test and explanation of the observed associations. Most previous studies have described direct and indirect effects in terms of potential outcomes and response types, exploring mediation analysis in the counterfactual (= potential-outcome) framework. A recent paper by Hafeman (Eur J Epidemiol 23(11):711-721, 2008) provided a conceptual description of mediation in the sufficient-component cause framework, and VanderWeele (Eur J Epidemiol 24(5):217-224, 2009) explored the distinctions and relationships between the concepts of mediation and mechanism. This study builds on this prior work and demonstrates that further insight can be given by elucidating the concepts of mediation and mechanism in the sufficient-component cause framework, distinguishing their operation from presence. The careful consideration of the concepts of mediation and mechanism can clarify the relationship between them. Then, the present article describes how investigators can identify mediation as well as mechanism by showing their correspondence with direct and indirect effects in the counterfactual framework. This study also demonstrates how a researcher can decompose the total effect into the effect due to mediated paths and the effect due to non-mediated paths in terms of the probabilities of background factors of sufficient causes.

摘要

中介效应和机制评估是更深入探索因果关系的一种方法,可以为观察到的关联提供更强的检验和解释。大多数先前的研究都从潜在结果和反应类型的角度描述了直接和间接效应,在反事实(=潜在结果)框架中探索中介分析。Hafeman 最近的一篇论文(Eur J Epidemiol 23(11):711-721, 2008)在充分成分原因框架中对中介进行了概念描述,VanderWeele(Eur J Epidemiol 24(5):217-224, 2009)则探讨了中介和机制概念之间的区别和关系。本研究建立在前人的工作基础上,进一步阐明了在充分成分原因框架中中介和机制的概念,并区分了它们与存在的运作方式,从而提供了更深入的见解。仔细考虑中介和机制的概念可以澄清它们之间的关系。然后,本文通过展示在反事实框架中与直接和间接效应的对应关系,描述了研究人员如何通过显示与直接和间接效应的对应关系来识别中介和机制。本研究还展示了研究人员如何根据充分原因的背景因素的概率,将总效应分解为中介路径的效应和非中介路径的效应。

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