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Linking micropollutant mixtures and macroinvertebrate ecological health using AI-based toxicity predictions.

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第一作者： Ariane,Moulinec

第一单位： Senckenberg Research Institute and Natural History Museum Frankfurt, Department of River Ecology and Conservation, Clamecystraße 12, Gelnhausen 63571, Germany; Goethe University Frankfurt, Faculty of Biological Sciences, Institute of Ecology, Evolution and Diversity, Frankfurt am Main 60438, Germany. Electronic address: ariane.moulinec@senckenberg.de.

作者： Ariane,Moulinec ^[1] ; Fabian G,Weichert ^[2] ; Henner,Hollert ^[3] ; Sarah,Johann ^[2] ; Andrea,Sundermann ^[4]

作者单位： Senckenberg Research Institute and Natural History Museum Frankfurt, Department of River Ecology and Conservation, Clamecystraße 12, Gelnhausen 63571, Germany; Goethe University Frankfurt, Faculty of Biological Sciences, Institute of Ecology, Evolution and Diversity, Frankfurt am Main 60438, Germany. Electronic address: ariane.moulinec@senckenberg.de. ^[1] Goethe University Frankfurt, Faculty of Biological Sciences, Institute of Ecology, Evolution and Diversity, Department Evolutionary Ecology & Environmental Toxicology, Max-von-Laue-Straße 13, Frankfurt am Main 60438, Germany; Department Environmental Media Related Ecotoxicology, Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Auf dem Aberg 1, Schmallenberg 57392, Germany. ^[2] Goethe University Frankfurt, Faculty of Biological Sciences, Institute of Ecology, Evolution and Diversity, Department Evolutionary Ecology & Environmental Toxicology, Max-von-Laue-Straße 13, Frankfurt am Main 60438, Germany; Department Environmental Media Related Ecotoxicology, Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Auf dem Aberg 1, Schmallenberg 57392, Germany; LOEWE Centre for Translational Biodiversity Genomics (LOEWE-TBG), Senckenberganlage 25, Frankfurt am Main 60325, Germany; Competence Center Water Hesse, Max-von-Laue-Straße 13, Frankfurt am Main 60438, Germany. ^[3] Senckenberg Research Institute and Natural History Museum Frankfurt, Department of River Ecology and Conservation, Clamecystraße 12, Gelnhausen 63571, Germany; Goethe University Frankfurt, Faculty of Biological Sciences, Institute of Ecology, Evolution and Diversity, Frankfurt am Main 60438, Germany; Competence Center Water Hesse, Max-von-Laue-Straße 13, Frankfurt am Main 60438, Germany. ^[4]

关键词 Artificial intelligence-based toxicity prediction Chemical indicator Ecological health Micropollutant mixture Toxic pressure assessment

医学主题词动物(Animals);水污染物, 化学性(Water Pollutants, Chemical);无脊椎动物(Invertebrates);环境监测(Environmental Monitoring);人工智能(Artificial Intelligence);生态毒理学(Ecotoxicology);生态系统(Ecosystem)

DOI 10.1016/j.jhazmat.2025.140137

PMID 41110320

发布时间 2025-11-22

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