AI Benchmarks

"As AI begins to reshape cancer research and patient care, it introduces new layers of complexity that can both help and hinder clinical decision-making, raising serious concerns about fairness, transparency, and accountability. Researchers have also highlighted the lack of standardized benchmarks in using AI in medicine. Without shared datasets, evaluation methods, or consistent performance metrics, tools may get optimized for narrow clinical contexts—for example, working well only in one hospital’s patient population or imaging protocols—without generalizing to broader use (1064)Mahmood F (2025) Nat Med, 31: 1060.."