Explanatory Machine Learning Model to Associate All-Cause Mortality with PM <sub>2.5</sub> by Sources and Components: A Nationwide Difference-in-Differences Study
differ considerably by the source sector and chemical component. Industrial black carbon exhibits higher toxicity and should be given priority when designing the air-pollution-control strategies.
Authors
- Ning Kang (ORCID: https://orcid.org/0000-0002-5377-0039)
- Tao Xue (ORCID: https://orcid.org/0000-0002-7045-2307)
- Mingkun Tong (ORCID: https://orcid.org/0000-0001-6814-0390)
- Hong Lu
- Jun Liu
Institutions
- Peking University (CN)
- Ministry of Ecology and Environment (CN)
- National Health and Family Planning Commission (CN)
- Beijing Municipal Government (CN)
- National Institute of Health (AM)
- Ministry of Health (OM)
- Environmental Energy & Engineering (US)
- University of Science and Technology Beijing (CN)
Publication Details
- Journal
- Environmental Science & Technology
- Published
- 2026-04-14
- DOI
- https://doi.org/10.1021/acs.est.6c00976
- Primary Topic
- Air Quality and Health Impacts
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- National Outstanding Youth Science Fund Project of National Natural Science Foundation of China