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Author

K. Mansouri

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Review Aug 2026

Commentary - In silico acute oral toxicity models are fit for inclusion in GHS and DG Model Regulations Classification Criteria.

This commentary advocates for the inclusion of in silico acute oral toxicity (AOT) models within the classification criteria of the Globally Harmonized System (GHS) and Dangerous Goods (DG) Model Regulations. AOT data, traditionally derived from animal studies, are central to hazard classification and regulatory compli...

Matthew Schmitz, J. Bercu, Jessica C. Graham et al. · 0 citations
Open access Aug 2026

A Decision Tree for Acute Oral Toxicity: Implementing the Last Resort Requirement in Practice.

Acute oral toxicity (AOT) testing is widely used for hazard identification in chemical safety assessment, but traditional animal methods are still implemented despite their scientific limitations and ethical implications. Despite the availability of non-animal methods, regulatory uptake has been inconsistent, also due...

G. Pallocca, P. Bishop, P. Browne et al. · 0 citations
Open access Jul 2026

AI-driven drug discovery using transformer-based molecular representation learning

A transformer-based molecular modeling framework for target-specific potency prediction, trained on curated BindingDB bioactivity data across Alzheimer‘s, diabetes, and cancer targets to deliver accurate pIC50 regression and binary activity classification.

Mohammad Akbari, K. Mansouri, Shaban Ahmad et al. · 0 citations

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