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Approaches to mediation analysis in causal inference

Mitchell, Adam LU (2021) In Svepet 39(4). p.13-15
Abstract
This article provides an overview of the role mediation analyses play in causal inference
methodology and in the estimation of the effect an exposure may have on an outcome through
direct and indirect pathways. We discuss traditional approaches to mediation and where these
may lead to bias, before discussing more advanced methods that can be used to overcome these
biases in situations with single and multiple mediators. We discuss these methods in the context
of a practical example
Please use this url to cite or link to this publication:
author
publishing date
type
Contribution to specialist publication or newspaper
publication status
published
categories
Popular Science
in
Svepet
volume
39
issue
4
pages
13 - 15
publisher
Svensk Epidemiologisk Förening
ISSN
1101-4385
language
English
LU publication?
no
id
932697f1-9d7c-4e01-bc97-93bf2638c4dc
alternative location
https://www.epidemiologi.nu/wp-content/uploads/2021/12/Svepet-4-2021.pdf
date added to LUP
2025-02-07 12:07:05
date last changed
2025-02-07 12:48:21
@misc{932697f1-9d7c-4e01-bc97-93bf2638c4dc,
  abstract     = {{This article provides an overview of the role mediation analyses play in causal inference<br/>methodology and in the estimation of the effect an exposure may have on an outcome through<br/>direct and indirect pathways. We discuss traditional approaches to mediation and where these<br/>may lead to bias, before discussing more advanced methods that can be used to overcome these<br/>biases in situations with single and multiple mediators. We discuss these methods in the context<br/>of a practical example}},
  author       = {{Mitchell, Adam}},
  issn         = {{1101-4385}},
  language     = {{eng}},
  number       = {{4}},
  pages        = {{13--15}},
  publisher    = {{Svensk Epidemiologisk Förening}},
  series       = {{Svepet}},
  title        = {{Approaches to mediation analysis in causal inference}},
  url          = {{https://www.epidemiologi.nu/wp-content/uploads/2021/12/Svepet-4-2021.pdf}},
  volume       = {{39}},
  year         = {{2021}},
}