Emran Alotaibi

Artificial intelligence for PFAS toxicology and risk assessment

The regulatory-readiness framework is expanded to incorporate OECD QSAR validation principles, chemical data curation, descriptor generation, applicability-domain assessment, scaffold-aware and prospective validation, explainability beyond SHAP, calibrated uncertainty analysis and AOP-linked mechanistic interpretation.