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

Secondary Use of Clinical Data for Research and Surveillance (490) Clinical Information and Decision Making (2041) Generative Language Models Including ChatGPT (782) AI Language Models in Health Care (234) Cancer Prognosis Models and Machine Learning (76) Information Retrieval (359)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78519, first published .
Knowledge-Guided Explainable Recommendation Tool for Cancer Risk Prediction Models Using Retrieval-Augmented Large Language Models: Development and Validation Study

Knowledge-Guided Explainable Recommendation Tool for Cancer Risk Prediction Models Using Retrieval-Augmented Large Language Models: Development and Validation Study

Knowledge-Guided Explainable Recommendation Tool for Cancer Risk Prediction Models Using Retrieval-Augmented Large Language Models: Development and Validation Study

Authors of this article:

Shumin Ren1, 2 Author Orcid Image ;   Xin Zheng1 Author Orcid Image ;   Jing Zhao1 Author Orcid Image ;   Jiale Du1 Author Orcid Image ;   Yuxin Zhang1 Author Orcid Image ;   Cheng Bi1 Author Orcid Image ;   Jie Song1 Author Orcid Image ;   Jinyi Zhang2 Author Orcid Image ;   Hongmei Lang2 Author Orcid Image ;   Fan Zhang3 Author Orcid Image ;   Bairong Shen1 Author Orcid Image
Article Authors Cited by Tweetations (2) Metrics

Shumin Ren   1, 2 * , PhD ;   Xin Zheng   1 * , MSc ;   Jing Zhao   1 , MSc ;   Jiale Du   1 , MSc ;   Yuxin Zhang   1 , MSc ;   Cheng Bi   1 , MSc ;   Jie Song   1 , MSc ;   Jinyi Zhang   2 , MSc ;   Hongmei Lang   2 , MD ;   Fan Zhang   3 , MD ;   Bairong Shen   1 , Prof Dr

1 Institutes for Systems Genetics, West China Hospital of Sichuan University, Chengdu, Sichuan, China

2 West China School of Medicine, Sichuan University, Sichuan University affiliated Chengdu Second People's Hospital, Chengdu Second People's Hospital, Chengdu, Sichuan, China

3 Health Management Center, General Practice Medical Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China

*these authors contributed equally

Corresponding Author:

  • Bairong Shen, Prof Dr
  • Institutes for Systems Genetics
  • West China Hospital of Sichuan University
  • Frontiers Science Center for Disease-related Molecular Network
  • Chengdu, Sichuan 610041
  • China
  • Phone: 86 15995854635
  • Email: bairong.shen@scu.edu.cn