Suppr超能文献

一种用于调节分析的新分析框架——超越分析性交互作用

A New Analytic Framework for Moderation Analysis --- Moving Beyond Analytic Interactions.

作者信息

Tang Wan, Yu Qin, Crits-Christoph Paul, Tu Xin M

机构信息

University of Rochester, Rochester, NY 14642, USA.

出版信息

J Data Sci. 2009 Jul 1;7(3):313-329.

Abstract

Conceptually, a moderator is a variable that modifies the effect of a predictor on a response. Analytically, a common approach as used in most moderation analyses is to add analytic interactions involving the predictor and moderator in the form of cross-variable products and test the significance of such terms. The narrow scope of such a procedure is inconsistent with the broader conceptual definition of moderation, leading to confusion in interpretation of study findings. In this paper, we develop a new approach to the analytic procedure that is consistent with the concept of moderation. The proposed framework defines moderation as a process that modifies an existing relationship between the predictor and the outcome, rather than simply a test of a predictor by moderator interaction. The approach is illustrated with data from a real study.

摘要

从概念上讲,调节变量是一种改变预测变量对响应变量影响的变量。从分析角度来看,大多数调节分析中常用的一种方法是添加以交叉变量乘积形式涉及预测变量和调节变量的分析性交互作用,并检验这些项的显著性。这种程序的狭窄范围与调节更广泛的概念定义不一致,导致在研究结果的解释上产生混淆。在本文中,我们开发了一种与调节概念一致的分析程序新方法。所提出的框架将调节定义为一个修改预测变量与结果之间现有关系的过程,而不仅仅是对预测变量与调节变量交互作用的检验。通过一项实际研究的数据对该方法进行了说明。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8516/2790290/d061d023e0a1/nihms90046f1.jpg

相似文献

2
New measures of effect size in moderation analysis.调节分析中效应量的新度量。
Psychol Methods. 2021 Dec;26(6):680-700. doi: 10.1037/met0000371. Epub 2020 Nov 12.
4
Nonlinear Indicator-Level Moderation in Latent Variable Models.潜变量模型中的非线性指标调节。
Multivariate Behav Res. 2019 Jan-Feb;54(1):62-84. doi: 10.1080/00273171.2018.1486174. Epub 2018 Dec 4.

引用本文的文献

1
The impact of digital art-making on anxiety: a feasibility study.数字艺术创作对焦虑的影响:一项可行性研究。
Front Psychol. 2025 Sep 15;16:1620583. doi: 10.3389/fpsyg.2025.1620583. eCollection 2025.
5
Moderation analysis using a two-level regression model.使用二级回归模型进行调节分析。
Psychometrika. 2014 Oct;79(4):701-32. doi: 10.1007/s11336-013-9357-x. Epub 2013 Dec 12.
6
Double-smoothing for Varying Coefficient Models.变系数模型的双重平滑法
J Nonparametr Stat. 2011 Dec;23(4):917-926. doi: 10.1080/10485252.2011.588707.

本文引用的文献

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验