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This paper is in the following e-collection/theme issue:

Machine Learning (2991) Cancer Prognosis Models and Machine Learning (128) Generative Language Models Including ChatGPT (1372) AI Language Models in Health Care (656)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/86700, first published .
Doctor using laptop with medical imaging on desk, symbolizing AI in healthcare.

Leveraging Large Language Models to Integrate Clinical Knowledge and Machine Learning Predictions for Lymph Node Metastasis Prediction: Development of a Knowledge-Augmented Framework

Leveraging Large Language Models to Integrate Clinical Knowledge and Machine Learning Predictions for Lymph Node Metastasis Prediction: Development of a Knowledge-Augmented Framework

Authors of this article:

Hongying Yu1 Author Orcid Image ;   Bing Liu2 Author Orcid Image ;   Xian Zeng1 Author Orcid Image ;   Mucheng Ren1 Author Orcid Image ;   Zheng Cao1 Author Orcid Image ;   Xiaofeng Zhu3 Author Orcid Image ;   Xudong Lu4 Author Orcid Image ;   Jun Xu1 Author Orcid Image ;   Nan Wu2 Author Orcid Image ;   Danqing Hu1 Author Orcid Image
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Hongying Yu   1 ;   Bing Liu   2 , MD ;   Xian Zeng   1 , PhD ;   Mucheng Ren   1 , PhD ;   Zheng Cao   1 , PhD ;   Xiaofeng Zhu   3 , MSc ;   Xudong Lu   4 , PhD ;   Jun Xu   1 , PhD ;   Nan Wu   2 , MD ;   Danqing Hu   1 , PhD

1 Jiangsu Key Laboratory of Intelligent Medical Image Computing, School of Artificial Intelligence, Nanjing University of Information Science and Technology, Nanjing, China

2 Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital and Institute, Beijing, China

3 Zhejiang Lab, Hangzhou, China

4 College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China

Corresponding Author:

  • Danqing Hu, PhD
  • Jiangsu Key Laboratory of Intelligent Medical Image Computing
  • School of Artificial Intelligence, Nanjing University of Information Science and Technology
  • Linjiang Building, No.219, Ningliu Road
  • Nanjing 210044
  • China
  • Phone: 1 13291879390
  • Email: danqinghu@nuist.edu.cn