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In this exclusive feature with Medical Dialogues, Dr. Nitin P. Ghonge from the Department of Radiology, Indraprastha Apollo Hospitals, New Delhi, discusses a recently published article in the journal of Case Reports in Clinical Radiology (CRCR) published by Scientific Scholar. He highlights the pivotal role of case reports in radiology learning, especially for students and practitioners. He explains how these reports contribute to building comprehensive imaging datasets essential for training AI in healthcare. Dr Ghonge also outlines the key components of an effective case report and shares how these reports drive both clinical understanding and medical research forward.