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.
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.
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.
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.
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.
Dev Psychopathol. 2019 Dec;31(5):1777-1788. doi: 10.1017/S0954579419001044.
5
Integrating mediation and moderation to advance theory development and testing.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Nutrients. 2025 Jan 21;17(3):376. doi: 10.3390/nu17030376.
9
Causal Estimands and Multiply Robust Estimation of Mediated-Moderation.
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.
Ann LGBTQ Public Popul Health. 2024 Dec;5(4):335-352. doi: 10.1891/lgbtq-2023-0029.
本文引用的文献
1
Addressing Moderated Mediation Hypotheses: Theory, Methods, and Prescriptions.
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.
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.
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.
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.
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.
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.
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.
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.
J Dev Behav Pediatr. 2004 Feb;25(1):58-67. doi: 10.1097/00004703-200402000-00013.
10
Lower level mediation in multilevel models.
Psychol Methods. 2003 Jun;8(2):115-28. doi: 10.1037/1082-989x.8.2.115.
Zotero 插件