调解
多级模型
结构方程建模
灵活性(工程)
合并
编码(集合论)
计算机科学
自上而下和自下而上的设计
数学
理论计算机科学
人工智能
算法
机器学习
数据挖掘
统计
软件工程
程序设计语言
社会学
社会科学
哲学
集合(抽象数据类型)
认识论
作者
Kristopher J. Preacher,Michael J. Zyphur,Zhen Zhang
出处
期刊:Psychological Methods
[American Psychological Association]
日期:2010-01-01
卷期号:15 (3): 209-233
被引量:3517
摘要
Several methods for testing mediation hypotheses with 2-level nested data have been proposed by researchers using a multilevel modeling (MLM) paradigm. However, these MLM approaches do not accommodate mediation pathways with Level-2 outcomes and may produce conflated estimates of between- and within-level components of indirect effects. Moreover, these methods have each appeared in isolation, so a unified framework that integrates the existing methods, as well as new multilevel mediation models, is lacking. Here we show that a multilevel structural equation modeling (MSEM) paradigm can overcome these 2 limitations of mediation analysis with MLM. We present an integrative 2-level MSEM mathematical framework that subsumes new and existing multilevel mediation approaches as special cases. We use several applied examples and accompanying software code to illustrate the flexibility of this framework and to show that different substantive conclusions can be drawn using MSEM versus MLM.
科研通智能强力驱动
Strongly Powered by AbleSci AI