Exploring the complex associations between community public spaces and healthy aging: an explainable analysis using catboost and SHAP

Abstract Background As global aging accelerates, community public spaces (CPS) are increasingly recognized as vital for promoting healthy aging. However, existing research often employs linear analytical methods or focuses on single health dimensions, overlooking how CPS features are non-linearly an...

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Bibliographic Details
Main Authors: Man Zhang, Tao Shen, Ying Li, Qianqian Li, Yongqi Lou
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Public Health
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Online Access:https://doi.org/10.1186/s12889-025-23402-y
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