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 handle the ever-growing complexity and volume of medical data. Researchers are now investigating novel frontiers in MIR, aiming to design systems that