U.S., Feb. 18 -- ClinicalTrials.gov registry received information related to the study (NCT07414966) titled 'Scalable Clinical Oversight of Large Language Models Via Uncertainty Triangulation' on Feb. 09.
Brief Summary: This prospective, multi-reader, randomized crossover trial evaluates SCOUT (Scalable Clinical Oversight via Uncertainty Triangulation), a model-agnostic meta-verification framework that selectively defers unreliable large language model (LLM) predictions to clinicians by triangulating three orthogonal uncertainty signals: model heterogeneity, stochastic inconsistency, and reasoning critique. The trial assesses whether SCOUT-assisted review can reduce physician review time compared with standard manual review of AI-generated...