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Author

Yang Huang

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Review Open access Sep 2026

Bridging Nano-Interface Interactions and Organ-Specific Toxicity: A Review of Machine Learning for Nanomaterials Risk Assessment

Risk assessment of engineered nanomaterials (ENMs) is essential for protecting human health and the environment. Traditional hazard assessments rely primarily on in vivo testing, which faces technical challenges in extrapolation validity, ethical dilemmas, and high costs. Machine learning (ML) models offer alternative...

Wei Li, Yan-Fang Liu, Tian-Qin Wang et al. · 0 citations
Jul 2026

Machine learning models for prediction of emerging pollutants' risk in Daphnia magna.

A Daphnia magna acute toxicity (EC50) database for 170 compounds across several classes of emerging pollutants, including per- and polyfluoroalkyl substances (PFASs) and organophosphate esters (OPEs), is curated using public databases and literature.

Tian-Qin Wang, Yu Liu, Xiaoqing Wang et al. · 0 citations

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