Sharad Maheshwari

Understanding AI Algorithms in Medical Imaging: A Radiologist's Guide to Models and Methods

Abstract Artificial intelligence is now embedded in radiology workflows across detection, triage, quantification, and reporting. Yet, most clinicians deploy these tools without a working understanding of how their outputs are generated or where they reliably fail. Unlike conventional rule-based clinical workflows, mode...