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因果模型在估计行为干预试验中的效果时,考虑了研究参与效果。

Causal models accounted for research participation effects when estimating effects in a behavioral intervention trial.

机构信息

Department of Health, Medicine and Caring Sciences, Linköping University, 581 83 Linköping, Sweden.

Department of Health Sciences, University of York, UK.

出版信息

J Clin Epidemiol. 2021 Aug;136:77-83. doi: 10.1016/j.jclinepi.2021.03.008. Epub 2021 Mar 13.

Abstract

OBJECTIVE

Participants in intervention studies are asked to take part in activities linked to the conduct of research, including signing consent forms and being assessed. If participants are affected by such activities through mechanisms by which the intervention is intended to work, then there is confounding. We examine how to account for research participation effects analytically.

STUDY DESIGN AND SETTING

Data from a trial of a brief alcohol intervention among Swedish university students is used to show how a proposed causal model can account for assessment effects.

RESULTS

The proposed model can account for research participation effects as long as researchers are willing to use existing data to make assumptions about causal influences, for instance on the magnitude of assessment effects. The model can incorporate several research processes which may introduce bias.

CONCLUSIONS

As our knowledge grows about research participation effects, we may move away from asking if participants are affected by study design, toward rather asking by how much they are affected, by which activities and in which circumstances. The analytic perspective adopted here avoids assuming there are no research participation effects.

摘要

目的

干预研究的参与者被要求参与与研究实施相关的活动,包括签署知情同意书和接受评估。如果参与者受到干预旨在发挥作用的机制的影响,那么就存在混杂。我们研究如何在分析中解释研究参与的影响。

研究设计和环境

使用来自瑞典大学生简短酒精干预试验的数据,展示拟议的因果模型如何解释评估影响。

结果

只要研究人员愿意利用现有数据对因果影响做出假设,例如对评估影响的程度做出假设,该模型就可以解释研究参与的影响。该模型可以纳入可能引入偏差的几个研究过程。

结论

随着我们对研究参与影响的认识不断增长,我们可能不再问参与者是否受到研究设计的影响,而是问他们受到多大的影响,受哪些活动和在哪些情况下受到影响。这里采用的分析视角避免了假设不存在研究参与影响的情况。

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