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多站点实验中介效应检验方法的比较。

A Comparison of Methods to Test for Mediation in Multisite Experiments.

出版信息

Multivariate Behav Res. 2005 Jan 1;40(1):1-23. doi: 10.1207/s15327906mbr4001_1.

Abstract

A Monte Carlo study extended the research of MacKinnon, Lockwood, Hoffman, West, and Sheets (2002) for single-level designs by examining the statistical performance of four methods to test for mediation in a multilevel experimental design. The design studied was a two-group experiment that was replicated across several sites, included a single intervening variable and outcome, and assumed that the effects of the treatment and mediator were constant across sites. The findings provide new evidence of the benefits of and further support for using the asymmetric confidence limits approach to test for mediation. In addition, the authors provide further support for using confidence intervals to assess if treatment effects are completely mediated, as using traditional hypothesis testing may lead to erroneous conclusions.

摘要

一项蒙特卡罗研究扩展了 MacKinnon、Lockwood、Hoffman、West 和 Sheets(2002)的单水平设计研究,通过检验四种方法在多层次实验设计中检验中介效应的统计性能来进行研究。所研究的设计是一项在多个地点复制的两组实验,包括一个单一的中介变量和结果,并假设治疗和中介的效果在各地点保持不变。研究结果为使用不对称置信限方法检验中介效应提供了新的证据,并进一步支持了这一方法。此外,作者还提供了进一步的证据,支持使用置信区间来评估治疗效果是否完全被中介,因为使用传统的假设检验可能会导致错误的结论。

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