Random forest can accurately predict the technique failure of peritoneal dialysis associated peritonitis patients.

Journal: Frontiers in medicine
Published Date: Jan 17, 2024

Abstract

INSTRUCTIONS: Peritoneal dialysis associated peritonitis (PDAP) is a major cause of technique failure in peritoneal dialysis (PD) patients. The purpose of this study is to construct risk prediction models by multiple machine learning (ML) algorithms and select the best one to predict technique failure in PDAP patients accurately.

Authors

  • Zhiyun Zang
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Qijiang Xu
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Xueli Zhou
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Niya Ma
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Li Pu
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Yi Tang
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.
  • Zi Li
    Department of Nephrology, Institute of Nephrology, West China Hospital of Sichuan University, Chengdu, China.

Keywords

No keywords available for this article.

External Resources

Popular Topics
Recent Journals