Bitnarae Kim received her BSc in Computer Science from Birmingham City University and her MSc in Data Science with Artificial Intelligence from the University of Exeter. She previously worked at Hallym University Kangnam Sacred Heart Hospital as an AI researcher with Emergency Medicine physicians. She is currently a PhD student at Sungkyunkwan University, and is part of Smart Health Lab at the Department of Digital Health, Samsung Advanced Institute for Health Science & Technology (SAIHST). Her research interests are in the area of health informatics, image processing, and diagnosis/mortality prediction, and LLMs in clinical practice.