• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

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

一种用于检验中介效应和调节效应的通用模型。

A general model for testing mediation and moderation effects.

作者信息

Fairchild Amanda J, MacKinnon David P

机构信息

Department of Psychology, University of South Carolina, Barnwell College, 1512 Pendleton St., Columbia, SC 29208, USA.

出版信息

Prev Sci. 2009 Jun;10(2):87-99. doi: 10.1007/s11121-008-0109-6.

DOI:10.1007/s11121-008-0109-6
PMID:19003535
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2908713/
Abstract

This paper describes methods for testing mediation and moderation effects in a dataset, both together and separately. Investigations of this kind are especially valuable in prevention research to obtain information on the process by which a program achieves its effects and whether the program is effective for subgroups of individuals. A general model that simultaneously estimates mediation and moderation effects is presented, and the utility of combining the effects into a single model is described. Possible effects of interest in the model are explained, as are statistical methods to assess these effects. The methods are further illustrated in a hypothetical prevention program example.

摘要

本文介绍了在数据集中一起或分别测试中介效应和调节效应的方法。这类研究在预防研究中尤其有价值,可获取有关项目实现其效果的过程以及该项目对个体亚组是否有效的信息。本文提出了一个同时估计中介效应和调节效应的通用模型,并描述了将这些效应合并到单个模型中的效用。解释了模型中可能感兴趣的效应以及评估这些效应的统计方法。通过一个假设的预防项目示例进一步说明了这些方法。

相似文献

1
A general model for testing mediation and moderation effects.一种用于检验中介效应和调节效应的通用模型。
Prev Sci. 2009 Jun;10(2):87-99. doi: 10.1007/s11121-008-0109-6.
2
Causal Estimands and Multiply Robust Estimation of Mediated-Moderation.因果估计量与中介调节的多重稳健估计
Multivariate Behav Res. 2025 May-Jun;60(3):460-486. doi: 10.1080/00273171.2024.2444949. Epub 2025 Jan 13.
3
Regression-based statistical mediation and moderation analysis in clinical research: Observations, recommendations, and implementation.基于回归的临床研究中的统计中介和调节分析:观察、建议和实施。
Behav Res Ther. 2017 Nov;98:39-57. doi: 10.1016/j.brat.2016.11.001. Epub 2016 Nov 5.
4
Using baseline target moderation to guide decisions on adapting prevention programs.利用基准目标调整来指导预防计划的调整决策。
Dev Psychopathol. 2019 Dec;31(5):1777-1788. doi: 10.1017/S0954579419001044.
5
Integrating mediation and moderation to advance theory development and testing.整合中介作用与调节作用以推进理论发展与检验。
J Pediatr Psychol. 2014 Mar;39(2):163-73. doi: 10.1093/jpepsy/jst080. Epub 2013 Oct 30.
6
Folic acid supplementation and malaria susceptibility and severity among people taking antifolate antimalarial drugs in endemic areas.在流行地区,服用抗叶酸抗疟药物的人群中,叶酸补充剂与疟疾易感性和严重程度的关系。
Cochrane Database Syst Rev. 2022 Feb 1;2(2022):CD014217. doi: 10.1002/14651858.CD014217.
7
Third variables in longitudinal research: Application of longitudinal mediation and moderation in school psychology.纵向研究中的第三变量:纵向中介和调节在学校心理学中的应用。
J Sch Psychol. 2024 Apr;103:101283. doi: 10.1016/j.jsp.2024.101283. Epub 2024 Jan 20.
8
Can a Mediator Moderate? Considering the Role of Time and Change in the Mediator-Moderator Distinction.调解人能否进行调解?考虑时间和变化在调解人-调解人区分中的作用。
Behav Ther. 2018 Jan;49(1):12-20. doi: 10.1016/j.beth.2017.10.001. Epub 2017 Oct 12.
9
Methods for integrating moderation and mediation: a general analytical framework using moderated path analysis.整合调节与中介作用的方法:一种使用调节路径分析的通用分析框架。
Psychol Methods. 2007 Mar;12(1):1-22. doi: 10.1037/1082-989X.12.1.1.
10
Preventive Effect Heterogeneity: Causal Inference in Personalized Prevention.预防效果异质性:个性化预防中的因果推理。
Prev Sci. 2019 Jan;20(1):21-29. doi: 10.1007/s11121-017-0826-9.

引用本文的文献

1
Social Determinants of Health, Maternal Quality of Life, and Family Functioning Among Latinx Families of Children with Intellectual and Developmental Disabilities.智力和发育障碍儿童的拉丁裔家庭中的健康社会决定因素、母亲生活质量和家庭功能
J Autism Dev Disord. 2025 Jun 11. doi: 10.1007/s10803-025-06919-4.
2
Mediating Pathways in Faith-Based Sexual Risk-Reduction for African American Adolescents: Insights from a Church-Based Randomized Controlled Trial.基于信仰的非裔美国青少年性风险降低的中介途径:一项基于教会的随机对照试验的见解
J Racial Ethn Health Disparities. 2025 May 7. doi: 10.1007/s40615-025-02446-1.
3
Effects of Spiritual Well-Being on Caregiver Burden of Parents of Children with Tracheostomy in Türkiye: The Mediating Role of Psychological Resilience.

本文引用的文献

1
Addressing Moderated Mediation Hypotheses: Theory, Methods, and Prescriptions.调节中介假设的处理:理论、方法与建议。
Multivariate Behav Res. 2007 Jan-Mar;42(1):185-227. doi: 10.1080/00273170701341316.
2
Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods.间接效应的置信区间:乘积分布与重抽样方法
Multivariate Behav Res. 2004 Jan 1;39(1):99. doi: 10.1207/s15327906mbr3901_4.
3
Distribution of the product confidence limits for the indirect effect: program PRODCLIN.间接效应的乘积置信区间分布:程序PRODCLIN。
精神健康对土耳其气管造口术儿童家长照顾者负担的影响:心理韧性的中介作用
J Relig Health. 2025 Apr 18. doi: 10.1007/s10943-025-02312-8.
4
Vaping, Acculturation, and Social Media Use Among Mexican American College Students: Protocol for a Mixed Methods Web-Based Cohort Study.墨西哥裔美国大学生中的电子烟使用、文化适应和社交媒体使用情况:基于网络的混合方法队列研究方案
JMIR Res Protoc. 2025 Mar 24;14:e63584. doi: 10.2196/63584.
5
From Urban village housing to tenant mental health: the crucial role of community attachment in Chinese megacities.从城中村住房到租户心理健康:社区依恋在中国特大城市中的关键作用
Front Public Health. 2025 Mar 6;13:1490105. doi: 10.3389/fpubh.2025.1490105. eCollection 2025.
6
Understanding Who Benefits the Most from Interventions: Implications for Baseline Target Moderated Mediation Analysis with Multiple Moderators.了解谁从干预措施中获益最多:对具有多个调节变量的基线目标调节中介分析的启示。
Prev Sci. 2025 Feb;26(2):149-160. doi: 10.1007/s11121-025-01791-1. Epub 2025 Mar 4.
7
Sexual identity, child maltreatment, mental health, and substance use among emerging adults aged 18 to 23 years.18至23岁青年成人的性取向、儿童期受虐经历、心理健康及物质使用情况
Can J Public Health. 2025 Feb 28. doi: 10.17269/s41997-024-00992-5.
8
The Mediating Effect of Concurrent Changes in Dietary Behaviors on the Associations Between Intervention and Changes in Adiposity Outcomes: Evidence from a Cluster-Randomized Controlled Trial.饮食行为的同时变化对干预与肥胖结果变化之间关联的中介作用:来自一项整群随机对照试验的证据。
Nutrients. 2025 Jan 21;17(3):376. doi: 10.3390/nu17030376.
9
Causal Estimands and Multiply Robust Estimation of Mediated-Moderation.因果估计量与中介调节的多重稳健估计
Multivariate Behav Res. 2025 May-Jun;60(3):460-486. doi: 10.1080/00273171.2024.2444949. Epub 2025 Jan 13.
10
Coping and Social Support in Relation to Minority Stress and Cigarette Smoking Among Lesbian, Gay, and Bisexual Veterans.女同性恋、男同性恋和双性恋退伍军人应对方式、社会支持与少数群体压力及吸烟的关系
Ann LGBTQ Public Popul Health. 2024 Dec;5(4):335-352. doi: 10.1891/lgbtq-2023-0029.
Behav Res Methods. 2007 Aug;39(3):384-9. doi: 10.3758/bf03193007.
4
Methods for integrating moderation and mediation: a general analytical framework using moderated path analysis.整合调节与中介作用的方法:一种使用调节路径分析的通用分析框架。
Psychol Methods. 2007 Mar;12(1):1-22. doi: 10.1037/1082-989X.12.1.1.
5
Demonstration and evaluation of a method for assessing mediated moderation.一种评估中介调节作用方法的演示与评估
Behav Res Methods. 2006 Feb;38(1):77-87. doi: 10.3758/bf03192752.
6
Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: new procedures and recommendations.多水平模型中随机间接效应和调节中介的概念化与检验:新程序与建议
Psychol Methods. 2006 Jun;11(2):142-63. doi: 10.1037/1082-989X.11.2.142.
7
When moderation is mediated and mediation is moderated.当调节作用被中介时,中介作用被调节时。
J Pers Soc Psychol. 2005 Dec;89(6):852-63. doi: 10.1037/0022-3514.89.6.852.
8
How did it work? Who did it work for? Mediation in the context of a moderated prevention effect for children of divorce.它是如何起作用的?它对谁起作用?离婚家庭子女适度预防效果背景下的调解。
J Consult Clin Psychol. 2004 Aug;72(4):617-24. doi: 10.1037/0022-006X.72.4.617.
9
Mediator and moderator effects in developmental and behavioral pediatric research.发育与行为儿科学研究中的中介效应和调节效应
J Dev Behav Pediatr. 2004 Feb;25(1):58-67. doi: 10.1097/00004703-200402000-00013.
10
Lower level mediation in multilevel models.多层次模型中的低层次中介作用。
Psychol Methods. 2003 Jun;8(2):115-28. doi: 10.1037/1082-989x.8.2.115.