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Natural Language Processing (1328) Clinical Informatics (2380) Surgery, Trauma and Surgical Sciences (295) Decision Support for Health Professionals (2338) Generative Language Models Including ChatGPT (1625) AI Language Models in Health Care (822)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/93922, first published .
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Automating Injury Severity Score Calculation From Free-Text Discharge Diagnoses Using Domain-Specific Retrieval-Augmented Large Language Models: Retrospective Validation Study

Automating Injury Severity Score Calculation From Free-Text Discharge Diagnoses Using Domain-Specific Retrieval-Augmented Large Language Models: Retrospective Validation Study

Authors of this article:

Ying-Jia Lin1, 2 Author Orcid Image ;   Kuan-Yueh Fang3 Author Orcid Image ;   Chien-Hung Liao3, 4 Author Orcid Image ;   Chi-Tung Cheng1, 3, 4 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Ying-Jia Lin   1, 2 , PhD ;   Kuan-Yueh Fang   3 , MD ;   Chien-Hung Liao   3, 4 , MD, FACS, FICS ;   Chi-Tung Cheng   1, 3, 4 , MD, PhD

1 Department of Artificial Intelligence, College of Intelligent Computing, Chang Gung University, Taoyuan, Taiwan

2 Artificial Intelligence Research Center, Chang Gung University, Taoyuan, Taiwan

3 School of Medicine, Chang Gung University, Taoyuan, Taiwan

4 Department of Surgery, Division of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan

Corresponding Author:

  • Chi-Tung Cheng, MD, PhD
  • Department of Surgery
  • Division of Trauma and Emergency Surgery
  • Chang Gung Memorial Hospital
  • No. 5, Fuxing St., Guishan Dist.
  • Taoyuan 333
  • Taiwan
  • Phone: 886 3-328-1200
  • Email: atong89130@gmail.com