Machine learning and SHAP values explain the association between social determinants of health and post-stroke depression

Machine learning and SHAP values explain the association between social determinants of health and post-stroke depression

Abstract Objective To create and verify a machine learning model that integrates social determinants of health (SDoH) for assessing post-stroke depression (PSD) and examining the association between SDoH and disease outcomes. Methods Data were acquired from the National Health and Nutrition Examinat...

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Bibliographic Details
Main Authors: Zhiwei Song, Jilin Weng, Yupeng Han, Wangyu Li, Yiya Xu, Yingchao He, Yinzhou Wang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BMC Public Health
Subjects:
SDoH
PSD
Machine learning
CatBoost
Shap
Online Access:https://doi.org/10.1186/s12889-025-24220-y
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