Published on in Vol 13 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/72238, first published .
Prediction of Insulin Resistance in Nondiabetic Population Using LightGBM and Cohort Validation of Its Clinical Value: Cross-Sectional and Retrospective Cohort Study

Prediction of Insulin Resistance in Nondiabetic Population Using LightGBM and Cohort Validation of Its Clinical Value: Cross-Sectional and Retrospective Cohort Study

Prediction of Insulin Resistance in Nondiabetic Population Using LightGBM and Cohort Validation of Its Clinical Value: Cross-Sectional and Retrospective Cohort Study

Ting Peng   1 * , MD ;   Rujia Miao   1 * , MD ;   Hao Xiong   2 , BE ;   Yanhui Lin   1 , MD ;   Duzhen Fan   2 , BE ;   Jiayi Ren   2 , BE ;   Jiangang Wang   1 , Prof Dr Med ;   Yuan Li   2 , MSc ;   Jianwen Chen   2 , Prof Dr

1 Health Management Center, Third Xiangya Hospital, Changsha, China

2 School of Mathematics and Statistics, Hunan University of Technology and Business, Changsha, China

*these authors contributed equally

Corresponding Author:

  • Jianwen Chen, Prof Dr
  • School of Mathematics and Statistics
  • Hunan University of Technology and Business
  • 569 Yuelu District
  • Changsha 410205
  • China
  • Phone: 86 18692269664
  • Fax: 86 88618571
  • Email: chenjianwen0731@163.com