Machine learning in environmental research: common pitfalls and best practices

JJ Zhu, M Yang, ZJ Ren - Environmental Science & Technology, 2023 - ACS Publications
Machine learning (ML) is increasingly used in environmental research to process large data
sets and decipher complex relationships between system variables. However, due to the …

Exposure to outdoor particulate matter air pollution and risk of gastrointestinal cancers in adults: a systematic review and meta-analysis of epidemiologic evidence

N Pritchett, EC Spangler, GM Gray… - Environmental …, 2022 - ehp.niehs.nih.gov
Background: Outdoor air pollution is a known lung carcinogen, but research investigating
the association between particulate matter (PM) and gastrointestinal (GI) cancers is limited …

Aerosol health effects from molecular to global scales

M Shiraiwa, K Ueda, A Pozzer, G Lammel… - … science & technology, 2017 - ACS Publications
Poor air quality is globally the largest environmental health risk. Epidemiological studies
have uncovered clear relationships of gaseous pollutants and particulate matter (PM) with …

Long-term ozone exposure and mortality in a large prospective study

MC Turner, M Jerrett, CA Pope III… - American journal of …, 2016 - atsjournals.org
Rationale: Tropospheric ozone (O3) is potentially associated with cardiovascular disease
risk and premature death. Results from long-term epidemiological studies on O3 are scarce …

[PDF][PDF] 2000-2011 年中国PM2. 5 时空演化特征及驱动因素解析

周亮, 周成虎, 杨帆, 王波, 孙东琪 - ACTA GEOGRAPHICA …, 2017 - sssampling.cn
高浓度PM2. 5 是形成雾霾的主要原因之一, 科学识别PM2. 5 浓度的空间异质性与驱动因素对
区域大气联动治理意义重大. 研究采用2000-2011 年NASA 大气遥感影像反演的PM2. 5 数据 …

Long-term mortality burden trends attributed to black carbon and PM2· 5 from wildfire emissions across the continental USA from 2000 to 2020: a deep learning …

J Wei, J Wang, Z Li, S Kondragunta… - The Lancet Planetary …, 2023 - thelancet.com
Background Long-term improvements in air quality and public health in the continental USA
were disrupted over the past decade by increased fire emissions that potentially offset the …

Adaptive deep learning-based air quality prediction model using the most relevant spatial-temporal relations

PW Soh, JW Chang, JW Huang - Ieee Access, 2018 - ieeexplore.ieee.org
Air pollution has become an extremely serious problem, with particulate matter having a
significantly greater impact on human health than other contaminants. The small diameter of …

Relationships between fine particulate air pollution, cardiometabolic disorders, and cardiovascular mortality

CA Pope III, MC Turner, RT Burnett, M Jerrett… - Circulation …, 2015 - Am Heart Assoc
Rationale: Growing evidence suggests that long-term exposure to fine particulate matter
(PM2. 5) air pollution contributes to risk of cardiovascular disease (CVD) morbidity and …

Ambient air pollution and cancer mortality in the cancer prevention study II

MC Turner, D Krewski, WR Diver… - Environmental …, 2017 - ehp.niehs.nih.gov
Background: The International Agency for Research on Cancer classified both outdoor air
pollution and airborne particulate matter as carcinogenic to humans (Group 1) for lung …

Estimating adult mortality attributable to PM2. 5 exposure in China with assimilated PM2. 5 concentrations based on a ground monitoring network

J Liu, Y Han, X Tang, J Zhu, T Zhu - Science of the Total Environment, 2016 - Elsevier
Estimates of mortality attributable to air pollution in China showed large differences among
various studies, mainly arising from differences in exposure assessments and choice of the …