Construction of a machine learning-based risk prediction model for depression in middle-aged and elderly patients with cardiovascular metabolic diseases in China: a longitudinal study

Abstract Background The incidence of cardiovascular metabolic diseases (CMD) continues to rise among middle-aged and elderly populations, affecting not only physical health but also significantly increasing the risk of depression. This study aims to construct a machine learning model to predict the...

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Bibliographic Details
Main Authors: Gege Zhang, Sijie Dong, Li Wang
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Public Health
Subjects:
Online Access:https://doi.org/10.1186/s12889-025-23075-7
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