A risk prediction system for depression in middle-aged and older adults grounded in machine learning and visualization technology: a cohort study

A risk prediction system for depression in middle-aged and older adults grounded in machine learning and visualization technology: a cohort study

IntroductionMiddle-aged and older adults are highly susceptible to depression. For this reason, early identification and intervention can substantially reduce its prevalence. This study innovatively proposed a visual risk prediction system for depressive symptoms and depression in middle-aged and ol...

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Bibliographic Details
Main Authors: Jinsong Du, Xinru Tao, Le Zhu, Wenhao Qi, Xiaoqiang Min, Hongyan Deng, Shujie Wei, Xiaoyan Zhang, Xiao Chang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Public Health
Subjects:
depression
machine learning
CHARLS
risk prediction
visualization
Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2025.1606316/full
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