{"title":"因果中介分析:它是什么?它如何被用来为实践和政策提供信息?","authors":"Pamela Fernainy, Claire Godard-Sebillotte, Anais Lacasse, Géraldine Layani, Cristina Longo, Janusz Kaczorowski, Maria Alejandra Rodriguez, Marie-Eve Poitras, Mylaine Breton, Marie-Thérèse Lussier, Yves Couturier, Catherine Hudon, Nadia Sourial","doi":"10.1093/fampra/cmaf043","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Causal mediation, a quantitative analysis method, has the potential to be a valuable addition to any primary care provider, researcher, or student's toolbox.</p><p><strong>Objective: </strong>This manuscript describes the theory behind causal mediation, provides a running example to help understand the application of this method in research, and explains how the results may be applied practically to help design appropriate interventions.</p><p><strong>Methods and application: </strong>Causal mediation allows an exploration of the mechanism of action of a primary care intervention on an outcome that may pass through a third variable that is on the causal pathway, a mediator. Causal mediation analysis allows the decomposition of the total effect of an intervention on an outcome into both direct and indirect effects. Careful interpretation of generated results can guide decision-makers when devising or refining interventions or policies that affect patient health outcomes in primary care.</p><p><strong>Conclusion: </strong>Causal mediation has been used in many disciplines and is well-positioned to answer varied research questions. However, the full extent of its potential has yet to be realized.</p>","PeriodicalId":12209,"journal":{"name":"Family practice","volume":"42 4","pages":""},"PeriodicalIF":2.4000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12206152/pdf/","citationCount":"0","resultStr":"{\"title\":\"Causal mediation analysis: what is it and how can it be used to inform practice and policy?\",\"authors\":\"Pamela Fernainy, Claire Godard-Sebillotte, Anais Lacasse, Géraldine Layani, Cristina Longo, Janusz Kaczorowski, Maria Alejandra Rodriguez, Marie-Eve Poitras, Mylaine Breton, Marie-Thérèse Lussier, Yves Couturier, Catherine Hudon, Nadia Sourial\",\"doi\":\"10.1093/fampra/cmaf043\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Causal mediation, a quantitative analysis method, has the potential to be a valuable addition to any primary care provider, researcher, or student's toolbox.</p><p><strong>Objective: </strong>This manuscript describes the theory behind causal mediation, provides a running example to help understand the application of this method in research, and explains how the results may be applied practically to help design appropriate interventions.</p><p><strong>Methods and application: </strong>Causal mediation allows an exploration of the mechanism of action of a primary care intervention on an outcome that may pass through a third variable that is on the causal pathway, a mediator. Causal mediation analysis allows the decomposition of the total effect of an intervention on an outcome into both direct and indirect effects. Careful interpretation of generated results can guide decision-makers when devising or refining interventions or policies that affect patient health outcomes in primary care.</p><p><strong>Conclusion: </strong>Causal mediation has been used in many disciplines and is well-positioned to answer varied research questions. However, the full extent of its potential has yet to be realized.</p>\",\"PeriodicalId\":12209,\"journal\":{\"name\":\"Family practice\",\"volume\":\"42 4\",\"pages\":\"\"},\"PeriodicalIF\":2.4000,\"publicationDate\":\"2025-06-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12206152/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Family practice\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1093/fampra/cmaf043\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MEDICINE, GENERAL & INTERNAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Family practice","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/fampra/cmaf043","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
Causal mediation analysis: what is it and how can it be used to inform practice and policy?
Background: Causal mediation, a quantitative analysis method, has the potential to be a valuable addition to any primary care provider, researcher, or student's toolbox.
Objective: This manuscript describes the theory behind causal mediation, provides a running example to help understand the application of this method in research, and explains how the results may be applied practically to help design appropriate interventions.
Methods and application: Causal mediation allows an exploration of the mechanism of action of a primary care intervention on an outcome that may pass through a third variable that is on the causal pathway, a mediator. Causal mediation analysis allows the decomposition of the total effect of an intervention on an outcome into both direct and indirect effects. Careful interpretation of generated results can guide decision-makers when devising or refining interventions or policies that affect patient health outcomes in primary care.
Conclusion: Causal mediation has been used in many disciplines and is well-positioned to answer varied research questions. However, the full extent of its potential has yet to be realized.
期刊介绍:
Family Practice is an international journal aimed at practitioners, teachers, and researchers in the fields of family medicine, general practice, and primary care in both developed and developing countries.
Family Practice offers its readership an international view of the problems and preoccupations in the field, while providing a medium of instruction and exploration.
The journal''s range and content covers such areas as health care delivery, epidemiology, public health, and clinical case studies. The journal aims to be interdisciplinary and contributions from other disciplines of medicine and social science are always welcomed.