Published on in Vol 10, No 11 (2022): November

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/41342, first published .
Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study

Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study

Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study

Pei-Fu Chen 1, 2*, MD;  Tai-Liang He 3*, MSc;  Sheng-Che Lin 3, MSc;  Yuan-Chia Chu 4, 5, 6, PhD;  Chen-Tsung Kuo 4, 5, 6, PhD;  Feipei Lai 1, 3, 7, PhD;  Ssu-Ming Wang 1, MSc;  Wan-Xuan Zhu 8, BSc;  Kuan-Chih Chen 1, 9, MSc, MD;  Lu-Cheng Kuo 10, MSc, MD;  Fang-Ming Hung 11, 12, MD;  Yu-Cheng Lin 13, 14, MD, PhD;  I-Chang Tsai 15, PhD;  Chi-Hao Chiu 16, MS;  Shu-Chih Chang 17, MA;  Chi-Yu Yang 18, 19, MD

1 Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University , Taipei , TW

2 Department of Anesthesiology, Far Eastern Memorial Hospital , New Taipei City , TW

3 Department of Computer Science and Information Engineering, National Taiwan University , Taipei , TW

4 Department of Information Management, Taipei Veterans General Hospital , Taipei City , TW

5 Medical Artificial Intelligence Development Center, Taipei Veterans General Hospital , Taipei City , TW

6 Department of Information Management, National Taipei University of Nursing and Health Sciences , Taipei City , TW

7 Department of Electrical Engineering, National Taiwan University , Taipei , TW

8 Graduate Institute of Networking and Multimedia, National Taiwan University , Taipei , TW

9 Department of Internal Medicine, Far Eastern Memorial Hospital , New Taipei City , TW

10 Department of Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei , TW

11 Department of Surgical Intensive Care Unit, Far Eastern Memorial Hospital , New Taipei City , TW

12 Department of Medical Affairs, Far Eastern Memorial Hospital , New Taipei City , TW

13 Department of Pediatrics, Far Eastern Memorial Hospital , New Taipei City , TW

14 School of Medicine, National Yang Ming Chiao Tung University , Taipei , TW

15 Artificial Intelligence Center, Far Eastern Memorial Hospital , New Taipei City , TW

16 Section of Health Insurance, Department of Medical Affairs, Far Eastern Memorial Hospital, New Taipei City , TW

17 Medical Records Department, Far Eastern Memorial Hospital , New Taipei City , TW

18 Department of Information Technology, Far Eastern Memorial Hospital , New Taipei City , TW

19 Section of Cardiovascular Medicine, Cardiovascular Center, Far Eastern Memorial Hospital, New Taipei City , TW

*these authors contributed equally

Corresponding Author:

  • Chi-Yu Yang, MD
  • Department of Information Technology
  • Far Eastern Memorial Hospital
  • No 21, Section 2, Nanya S Rd, Banciao District
  • New Taipei City
  • TW
  • Phone: 886 2 8966 7000
  • Email: chiyuyang1959@gmail.com