Calibrated Triage, Not Autonomy: Confidence Estimation for Medical Vision-Language Models
The episode discusses the paper 'Calibrated Triage, Not Autonomy,' focusing on how medical AI must quantify its own uncertainty. Hosts explain that reliable AI cannot just provide answers; it must provide a map of its knowledge gaps. The goal is to build accountable systems that guide human experts through structured decision pathways, establishing AI as a collaborative co-pilot.