How AI Is Reshaping Two Decades of Nanomaterial Safety Testing in ssalimpour

Salimpour Website |A narrative review of two decades of nanotoxicology research shows how particle size, surface chemistry, protein corona formation, exposure conditions, and environmental transformations can shape the biological and ecological effects of nanomaterials. The authors highlight the

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How AI Is Reshaping Two Decades of Nanomaterial Safety Testing

How AI Is Reshaping Two Decades of Nanomaterial Safety Testing

A narrative review of two decades of nanotoxicology research shows how particle size, surface chemistry, protein corona formation, exposure conditions, and environmental transformations can shape the biological and ecological effects of nanomaterials. The authors highlight the growing role of AI and machine learning in predictive nanosafety while stressing that standardized testing, high-quality datasets, realistic exposure models, and harmonized regulation remain essential.