From Black Box to Bedside: Why Explainable AI Oncology Matters in Real Care A single recommendation can change the course of a cancer patient journey. It can shape hope, uncertainty, and the decisions patients and clinicians carry forward together. Yet despite rapid advances in artificial intelligence, trust remains fragile.