Spatial analysis of air pollutant exposure and its association with metabolic diseases using machine learning

Abstract Background Metabolic diseases (MDs), exemplified by diabetes, hypertension, and dyslipidemia, have become increasingly prevalent with rising living standards, posing significant public health challenges. The MDs are influenced by a complex interplay of genetic factors, lifestyle choices, an...

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Bibliographic Details
Main Authors: Jingjing Liu, Chang Liu, Zhangdaihong Liu, Yibin Zhou, Xiaoguang Li, Yang Yang
Format: Article
Language:English
Published: BMC 2025-03-01
Series:BMC Public Health
Subjects:
Online Access:https://doi.org/10.1186/s12889-025-22077-9
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