CorrectionPublished 12 October 2026Correction: Mechanism-aware and safety-validated AI for drug repurposing: a critical review and translational pharmacology frameworkMoumita Hazra · Harishchander AnandaramFrontiers in Pharmacologydoi 10.3389/fphar.2026.2009326