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应用因果中介分析于人格障碍研究。

Applying causal mediation analysis to personality disorder research.

机构信息

Kutztown University.

出版信息

Personal Disord. 2018 Jan;9(1):12-21. doi: 10.1037/per0000254.

DOI:10.1037/per0000254
PMID:29323529
Abstract

This article is designed to address fundamental issues in the application of causal mediation analysis to research on personality disorders. Causal mediation analysis is used to identify mechanisms of effect by testing variables as putative links between the independent and dependent variables. As such, it would appear to have relevance to personality disorder research. It is argued that proper implementation of causal mediation analysis requires that investigators take several factors into account. These factors are discussed under 5 headings: variable selection, model specification, significance evaluation, effect size estimation, and sensitivity testing. First, care must be taken when selecting the independent, dependent, mediator, and control variables for a mediation analysis. Some variables make better mediators than others and all variables should be based on reasonably reliable indicators. Second, the mediation model needs to be properly specified. This requires that the data for the analysis be prospectively or historically ordered and possess proper causal direction. Third, it is imperative that the significance of the identified pathways be established, preferably with a nonparametric bootstrap resampling approach. Fourth, effect size estimates should be computed or competing pathways compared. Finally, investigators employing the mediation method are advised to perform a sensitivity analysis. Additional topics covered in this article include parallel and serial multiple mediation designs, moderation, and the relationship between mediation and moderation. (PsycINFO Database Record

摘要

这篇文章旨在解决因果中介分析在人格障碍研究中的应用中的基本问题。因果中介分析用于通过测试变量作为独立变量和因变量之间的潜在联系来识别效应机制。因此,它似乎与人格障碍研究有关。有人认为,适当实施因果中介分析要求调查人员考虑几个因素。这些因素在以下 5 个标题下进行了讨论:变量选择、模型规范、显著性评估、效应量估计和敏感性测试。首先,在进行中介分析时,必须谨慎选择独立变量、因变量、中介变量和控制变量。一些变量比其他变量更适合作为中介变量,所有变量都应基于合理可靠的指标。其次,中介模型需要正确指定。这要求分析数据具有前瞻性或历史性的顺序,并具有适当的因果方向。第三,必须确定已识别途径的显著性,最好使用非参数引导重采样方法。第四,应计算效应量估计值或比较竞争途径。最后,建议使用中介方法的研究人员进行敏感性分析。本文还介绍了并行和串行多重中介设计、调节以及中介和调节之间的关系。

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