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非不变性对两波中介模型中介效应估计的影响。

The Effect of Noninvariance on the Estimation of the Mediated Effect in the Two-Wave Mediation Model.

作者信息

Georgeson A R, Valente Matthew J, Gonzalez Oscar

机构信息

Arizona State University.

Florida International University.

出版信息

Struct Equ Modeling. 2022;29(6):908-919. doi: 10.1080/10705511.2022.2067164. Epub 2022 Jun 10.

Abstract

The two-wave mediation model is the most suitable model for examining mediation effects in a randomized intervention and includes measures taken at pretest and posttest. When using self-report measures, the meaning of responses may change for the treatment group over the course of the intervention and result in noninvariance across groups at posttest, a phenomenon referred to as . We investigate how the mediated effect would be impacted by noninvariance when using sum scores (i.e., assuming invariance). In a Monte Carlo simulation study, the magnitude and proportion of items that had noninvariant intercepts, the direction of noninvariance, number of items, effect size of the mediated effect and sample size were varied. Results showed increased Type I and Type II errors due to a biased estimate of the intervention effect on the mediator resulting from noninvariance. Thus, measurement noninvariance could lead to erroneous conclusions about the process underlying the intervention.

摘要

双波中介模型是检验随机干预中介效应的最合适模型,它包括在预测试和后测试时采取的测量。当使用自我报告测量时,治疗组的反应含义在干预过程中可能会发生变化,从而导致后测试时各组之间的非不变性,这种现象被称为 。我们研究了在使用总分(即假设不变性)时,非不变性如何影响中介效应。在一项蒙特卡洛模拟研究中,对具有非不变截距的项目的大小和比例、非不变性的方向、项目数量、中介效应的效应大小和样本大小进行了变化。结果表明,由于非不变性导致对中介变量的干预效应估计有偏差,从而增加了I型和II型错误。因此,测量非不变性可能会导致关于干预潜在过程的错误结论。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/11db/10084817/1ec68bfc74e1/nihms-1877187-f0001.jpg

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本文引用的文献

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