How to develop causal directed acyclic graphs for observational health research: a scoping review.

Directed acyclic graph causal diagram causal inference development guidelines recommendations

Journal

Health psychology review
ISSN: 1743-7202
Titre abrégé: Health Psychol Rev
Pays: England
ID NLM: 101299723

Informations de publication

Date de publication:
27 Sep 2024
Historique:
medline: 27 9 2024
pubmed: 27 9 2024
entrez: 27 9 2024
Statut: aheadofprint

Résumé

Causal directed acyclic graphs (DAGs) serve as intuitive tools to visually represent causal relationships between variables. While they find widespread use in guiding study design, data collection and statistical analysis, their adoption remains relatively rare in the domain of psychology. In this paper we describe the relevance of DAGs for health psychology, review guidelines for developing causal DAGs, and offer recommendations for their development. A scoping review searching for papers and resources describing guidelines for DAG development was conducted. Information extracted from the eligible papers and resources (

Identifiants

pubmed: 39327907
doi: 10.1080/17437199.2024.2402809
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

1-21

Auteurs

Louise Poppe (L)

Department of Public Health and Primary Care, Ghent University, Ghent, Belgium.

Johan Steen (J)

Department of Internal Medicine and Pediatrics, Ghent University, Ghent, Belgium.
Department of Intensive Care Medicine, Ghent University Hospital, Ghent, Belgium.
Renal Division, Ghent University Hospital, Ghent, Belgium.

Wen Wei Loh (WW)

Department of Methodology and Statistics, Maastricht University, Maastricht, The Netherlands.
Department of Quantitative Theory and Methods, Emory University, Atlanta, GA, USA.

Geert Crombez (G)

Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium.

Fien De Block (F)

Department of Public Health and Primary Care, Ghent University, Ghent, Belgium.
Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium.

Noortje Jacobs (N)

Department of Public Health and Primary Care, Ghent University, Ghent, Belgium.
Institute for Physical Activity and Nutrition, Deakin University, Melbourne, Australia.

Peter W G Tennant (PWG)

Leeds Institute for Data Analytics, University of Leeds, Leeds, UK.
Alan Turing Institute, London, UK.

Jelle Van Cauwenberg (JV)

Department of Public Health and Primary Care, Ghent University, Ghent, Belgium.
School of Public Health, Université Libre de Bruxelles, Brussels, Belgium.

Annick L De Paepe (AL)

Department of Experimental Clinical and Health Psychology, Ghent University, Ghent, Belgium.

Classifications MeSH