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Mapping of machine learning approaches for description, prediction, and causal inference in the social and health sciences.

Authors :
Leist, Anja K.
Klee, Matthias
Jung Hyun Kim
Rehkopf, David H.
Bordas, Stéphane P. A.
Muniz-Terrera, Graciela
Wade, Sara
Source :
Science Advances. 10/21/2022, Vol. 8 Issue 42, p1-20. 20p.
Publication Year :
2022

Abstract

The article discusses the mapping of machine learning (ML) approaches for description, prediction, and causal inference in the social and health sciences. It provides a comprehensive, systematic meta-mapping of research questions in the social and health sciences to appropriate ML approaches by incorporating the necessary requirements to statistical analysis in these disciplines.

Details

Language :
English
ISSN :
23752548
Volume :
8
Issue :
42
Database :
Academic Search Index
Journal :
Science Advances
Publication Type :
Academic Journal
Accession number :
159780761
Full Text :
https://doi.org/10.1126/sciadv.abk1942