The retrieval of medical records plays a pivotal role in legal cases, healthcare management, and patient care, serving as the backbone for evidence gathering, establishing causation, and demonstrating the severity of injuries, among other critical functions. However, the traditional manual process of retrieving these records is fraught with challenges,