In life sciences, where every second can impact pivotal research and treatment outcomes, efficient retrieval of medical records is crucial. The evolution of Electronic Health Records (EHRs) has promised seamless access to patient data, yet challenges persist, particularly in the intricate realm of the life sciences. Overcoming these obstacles