Epidemiological association and machine learning-based prediction of lung cancer risk linked to long-term lagged satellite-derived PM2.5 in China

Long-term exposure to PM<sub>2.5,</sub> especially exposure with a long lag time, is closely related to lung cancer incidence. The integrated machine learning prediction model can be used as a reliable tool to assess the health risks of air pollution.

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Publication Details

Journal
Frontiers in Public Health
Published
2025-05-30
DOI
https://doi.org/10.3389/fpubh.2025.1536509
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
0.00

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article

Epidemiological association and machine learning-based prediction of lung cancer risk linked to long-term lagged satellite-derived PM2.5 in China

Jian Zhou, Gaoqiang Fei, Xiaobing Shen, Renqiang Han et al.
Frontiers in Public Health
Air Quality and Health Impacts
article

Epidemiological association and machine learning-based prediction of lung cancer risk linked to long-term lagged satellite-derived PM2.5 in China

Jian Zhou, Gaoqiang Fei, Xiaobing Shen, Renqiang Han, Huiying Wang, Meng Zhao, Shijun Yang, Feiran Wei
article en

Abstract

Long-term exposure to PM<sub>2.5,</sub> especially exposure with a long lag time, is closely related to lung cancer incidence. The integrated machine learning prediction model can be used as a reliable tool to assess the health risks of air pollution.

Frontiers in Public HealthVol. 13
Jiangsu Provincial Meteorological Bureau (CN), Jiangsu Provincial Center for Disease Control and Prevention (CN), Liaoning Meteorological Bureau (CN), Jiangsu Cancer Hospital (CN), Southeast University (CN)
Government of Jiangsu Province
Openalex Percentile: Top 84%
Air Quality and Health Impacts
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Epidemiological association and machine learning-based prediction of lung cancer risk linked to long-term lagged satellite-derived PM2.5 in China — Jian Zhou, Gaoqiang Fei, et al. · Frontiers in Public Health (2025) | TGRS Research Map | TGRS