@article{enhancingllmsclinicalreasoningwithreal, title = {Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis Registry}, author = {Junu Kim and Chaeeun Shim and Sungjin Park and Su Yeon Lee and Gee Young Suh and Chae-Man Lim and Seong Jin Choi and Song Mi Moon and Kyoung-Ho Song and Eu Suk Kim and Hong Bin Kim and Sejoong Kim and Chami Im and Dong-Wan Kang and Yong Soo Kim and Hee-Joon Bae and Sung Yoon Lim and Han-Gil Jeong and Edward Choi}, year = {2025}, eprint = {2505.02722}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.02722v1}, }