We are conducting research using Large Language Models (LLMs) to enhance the interpretation of medical reports for predicting COVID-19. Our focus is on developing an explainable AI (XAI) framework that ensures transparency and reliability in the predictions. By leveraging advanced AI techniques, we aim to provide detailed and understandable descriptions of medical data, ultimately supporting healthcare professionals in making informed decisions and improving patient outcomes. Funded by National Research Foundation of (NRF) - Korea