The realm of medical information retrieval (MIR) is continuously evolving, pushing beyond the traditional confines of platforms like MedSearch. Innovative approaches are emerging, driven by advancements in artificial intelligence, machine learning, and natural language processing. These innovations hold immense potential to revolutionize how health