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Nada A. Elsayed

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#graph neural networks Review Open access Oct 2026

A review on advances in chemical compound toxicology prediction

The accurate prediction of chemical toxicity remains a major challenge in drug development and chemical safety assessment because conventional approaches can be costly, time-consuming, ethically constrained, and limited in predictive performance. This review examines how artificial intelligence (AI), particularly machi...

Ahmed Hagag, Nada A. Elsayed, Ibrahim Abdelbaky · 0 citations

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