Decision tree learning for predicting chronic postpartum depression in the Japan Environment and Children's Study

This study created a simple and relatively high-performing prediction model. Because the model can be easily understood and used without expertise in machine learning, it is expected to be useful in maternal health settings, including grassroots community health.

Authors

Institutions

Publication Details

Journal
Journal of Affective Disorders
Published
2024-10-09
DOI
https://doi.org/10.1016/j.jad.2024.10.034
Citations
6
Primary Topic
Maternal Mental Health During Pregnancy and Postpartum
Type
article
Field-Weighted Citation Impact
3.26

Funders

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article

Decision tree learning for predicting chronic postpartum depression in the Japan Environment and Children's Study

Kei Hamazaki, Hidekuni Inadera, Haruka Kasamatsu, Akiko Tsuchida et al.
6 citations
Journal of Affective Disorders
Maternal Mental Health During Pregnancy and Postpartum
3.26
article

Decision tree learning for predicting chronic postpartum depression in the Japan Environment and Children's Study

Kei Hamazaki, Hidekuni Inadera, Haruka Kasamatsu, Akiko Tsuchida, Kenta Matsumura
article en
6 citations

Abstract

This study created a simple and relatively high-performing prediction model. Because the model can be easily understood and used without expertise in machine learning, it is expected to be useful in maternal health settings, including grassroots community health.

Journal of Affective DisordersVol. 369
Gunma University (JP), University of Toyama (JP)
Ministry of the Environment, Government of Japan
Openalex Percentile: Top 8%
Maternal Mental Health During Pregnancy and Postpartum
3.26
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