Explainable artificial intelligence in medical imaging: how to interpret, evaluate, and use artificial intelligence explanations.
Most artificial intelligence (AI) models used in radiology are black boxes-they produce predictions without explaining the basis of their outputs, raising concerns about clinical safety, accountability, and trust. To address this, a growing body of methods has been developed to help clinicians understand and evaluate A...