The field of medical information retrieval (MIR) has evolved significantly since the advent of systems like MedSearch. While these traditional approaches have proven valuable, they often struggle to address the ever-growing complexity and magnitude of medical data. Researchers are now exploring novel frontiers in MIR, aiming to develop systems that