Abstract:
:Understanding the mediation mechanisms by which an exposure or intervention affects an outcome can provide a look into what has been called a "black box" of many epidemiologic associations, thereby providing further evidence of a relationship and possible points of intervention. Rapid methodologic developments in mediation analyses mean that there are a growing number of approaches for researchers to consider, each with its own set of assumptions, advantages, and disadvantages. This has understandably resulted in some confusion among applied researchers. Here, we provide a brief overview of the mediation methods available and discuss points for consideration when choosing a method. We provide an in-depth explication of 2 of the many potential estimators for illustrative purposes: the Baron and Kenny mediation approach, because it is the most commonly used, and a recently developed approach for estimating stochastic direct and indirect effects, because it relies on far fewer assumptions. We illustrate the decision process and analytical procedure by estimating potential school- and peer-based mechanisms linking neighborhood poverty to adolescent substance use in the National Comorbidity Survey Adolescent Supplement.
journal_name
Am J Epidemioljournal_title
American journal of epidemiologyauthors
Rudolph KE,Goin DE,Paksarian D,Crowder R,Merikangas KR,Stuart EAdoi
10.1093/aje/kwy248subject
Has Abstractpub_date
2019-03-01 00:00:00pages
598-608issue
3eissn
0002-9262issn
1476-6256pii
5252009journal_volume
188pub_type
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journal_title:American journal of epidemiology
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