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DOI10.1126/science.aba1510
Global threat of arsenic in groundwater
Podgorski J.; Berg M.
发表日期2020
ISSN0036-8075
起始页码845
结束页码850
卷号368期号:6493
英文摘要Naturally occurring arsenic in groundwater affects millions of people worldwide. We created a global prediction map of groundwater arsenic exceeding 10 micrograms per liter using a random forest machine-learning model based on 11 geospatial environmental parameters and more than 50,000 aggregated data points of measured groundwater arsenic concentration. Our global prediction map includes known arsenic-affected areas and previously undocumented areas of concern. By combining the global arsenic prediction model with household groundwater-usage statistics, we estimate that 94 million to 220 million people are potentially exposed to high arsenic concentrations in groundwater, the vast majority (94%) being in Asia. Because groundwater is increasingly used to support growing populations and buffer against water scarcity due to changing climate, this work is important to raise awareness, identify areas for safe wells, and help prioritize testing. © 2020 American Association for the Advancement of Science. All rights reserved.
英文关键词arsenic; ground water; arsenic; drinking water; ground water; arsenic; concentration (composition); global perspective; groundwater pollution; health impact; pollution exposure; prediction; resource scarcity; Article; controlled study; environmental exposure; evapotranspiration; measurement accuracy; precipitation; predictive value; priority journal; random forest; sand; sensitivity and specificity; soil acidity; temperature; water contamination; water supply; arsenic poisoning; chemistry; climate change; environmental exposure; human; machine learning; theoretical model; Asia; Arsenic; Arsenic Poisoning; Climate Change; Drinking Water; Environmental Exposure; Groundwater; Humans; Machine Learning; Models, Theoretical
语种英语
来源期刊Science
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/245100
作者单位Department of Water Resources and Drinking Water, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, 8600, Switzerland; Department of Earth and Environmental Sciences, University of Manchester, Manchester, M13 9PL, United Kingdom; UNESCO Chair on Groundwater Arsenic within the 2030 Agenda for Sustainable Development and School of Civil Engineering and Surveying, University of Southern Queensland, Toowoomba, QLD 4350, Australia
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Podgorski J.,Berg M.. Global threat of arsenic in groundwater[J],2020,368(6493).
APA Podgorski J.,&Berg M..(2020).Global threat of arsenic in groundwater.Science,368(6493).
MLA Podgorski J.,et al."Global threat of arsenic in groundwater".Science 368.6493(2020).
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