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Global analysis and prediction of fluoride in groundwater
by
Berg, Michael
, Podgorski, Joel
in
704/172/169/209
/ 704/172/169/895
/ 706/2805
/ Chronic exposure
/ Drinking water
/ Environmental factors
/ Fluorides
/ Fluorosis
/ Groundwater
/ Groundwater quality
/ Human populations
/ Humanities and Social Sciences
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
/ Water quality
2022
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Global analysis and prediction of fluoride in groundwater
by
Berg, Michael
, Podgorski, Joel
in
704/172/169/209
/ 704/172/169/895
/ 706/2805
/ Chronic exposure
/ Drinking water
/ Environmental factors
/ Fluorides
/ Fluorosis
/ Groundwater
/ Groundwater quality
/ Human populations
/ Humanities and Social Sciences
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
/ Water quality
2022
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While trying to remove the title from your shelf something went wrong :( Kindly try again later!
Do you wish to request the book?
Global analysis and prediction of fluoride in groundwater
by
Berg, Michael
, Podgorski, Joel
in
704/172/169/209
/ 704/172/169/895
/ 706/2805
/ Chronic exposure
/ Drinking water
/ Environmental factors
/ Fluorides
/ Fluorosis
/ Groundwater
/ Groundwater quality
/ Human populations
/ Humanities and Social Sciences
/ Learning algorithms
/ Machine learning
/ multidisciplinary
/ Science
/ Science (multidisciplinary)
/ Water quality
2022
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Journal Article
Global analysis and prediction of fluoride in groundwater
2022
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Overview
The health of millions of people worldwide is negatively impacted by chronic exposure to elevated concentrations of geogenic fluoride in groundwater. Due to health effects including dental mottling and skeletal fluorosis, the World Health Organization maintains a maximum guideline of 1.5 mg/L in drinking water. As groundwater quality is not regularly tested in many areas, it is often unknown if the water in a given well or spring contains harmful levels of fluoride. Here we present a state-of-the-art global fluoride hazard map based on machine learning and over 400,000 fluoride measurements (10% of which >1.5 mg/L), which is then used to estimate the human population at risk. Hotspots indicated by the groundwater fluoride hazard map include parts of central Australia, western North America, eastern Brazil and many areas of Africa and Asia. Of the approximately 180 million people potentially affected worldwide, most reside in Asia (51–59% of total) and Africa (37–46% of total), with the latter representing 6.5% of the continent’s population. Africa also contains 14 of the top 20 affected countries in terms of population at risk. We also illuminate and discuss the key globally relevant hydrochemical and environmental factors related to fluoride accumulation.
A global fluoride hazard prediction map was created using machine learning and over 400,000 fluoride measurements, this shows ~180 million people are potentially affected by chronic fluoride exposure worldwide, mostly in Asia and Africa.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
Subject
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