Machine Learning-Driven Cross-Species Toxicity Prediction for Advancing Ecologically Relevant PFAS Water Quality Criteria

Machine Learning-Driven Cross-Species Toxicity Prediction for Advancing Ecologically Relevant PFAS Water Quality Criteria

Traditional toxicity testing cannot keep pace with the rapid growth of synthetic chemicals, creating major data gaps that hinder the development of water quality criteria (WQC) for emerging contaminants. This study developed a machine learning model integrating compound- and organism-related feature...

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Bibliografski detalji
Glavni autor:	Weigang Liang (734333) (author)
Daljnji autori:	Jingya Li (309241) (author), Xiaolei Wang (139592) (author), John P. Giesy (302766) (author), Xiaoli Zhao (118708) (author)
Izdano:	2025
Teme:	Ecology Inorganic Chemistry Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Chemical Sciences not elsewhere classified potentially reflecting inter 30 representative per water quality criteria informed species selection 5 </ sub species toxicity prediction species prediction species sensitivity existing criteria acute toxicity synthetic chemicals study developed related features regional differences regional comparisons rapid growth polyfluoroalkyl substances perfluorooctanoic acid perfluorooctanesulfonic acid north america model predicted machine learning hazardous concentrations emerging contaminants dominant predictors
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Spatial prediction of historical distribution models for each of the 51 medium- to large-bodied mammal species occurring in the Caatinga domain and the aggregate overlay of all binary species maps.
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Historically predicted models for each of the 51 medium- to large-bodied mammal species occurring in the Caatinga considered in this study.
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Historically predicted models for each of the 51 medium- to large-bodied mammal species occurring in the Caatinga considered in this study.
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Historically predicted models for each of the 51 medium- to large-bodied mammal species occurring in the Caatinga considered in this study.
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Historically predicted models for each of the 51 medium- to large-bodied mammal species occurring in the Caatinga considered in this study.
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