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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

This review presents a cross-scale framework integrating nano–bio/nano–environmental interfaces, organ-specific toxicity, in vitro-to-in vivo extrapolation (IVIVE), interpretable ML, and regulatory translation that bridges in vitro and in vivo nanotoxicity.

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

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