Supervised Fine-Tuning of Large Language Models With Chain-of-Thought Reasoning for Pediatric Heart Disease Detection in Unstructured Echocardiogram Reports: Algorithm Development and Validation

Supervised Fine-Tuning of Large Language Models With Chain-of-Thought Reasoning for Pediatric Heart Disease Detection in Unstructured Echocardiogram Reports: Algorithm Development and Validation

Authors of this article:

Haoming Shi^{1, 2, 3} ;   Justin B Long^{4, 5} ;   Michael C Fiedorek^{4, 5} ;   Hannah D Kilday^{4, 5} ;   Henry P Foote⁶ ;   Christoph P Hornik⁶ ;   Aditya Nagori^{2, 3} ;   Yifan Xiang^{1, 2, 3} ;   Rishikesan Kamaleswaran^{1, 2, 3}