Prediction of 28-Day All-Cause Mortality in Heart Failure Patients with Clostridioides difficile Infection Using Machine Learning Models: Evidence from the MIMIC-IV Database.

Journal: Cardiology
Published Date: Aug 17, 2024

Abstract

INTRODUCTION: Heart failure (HF) may induce bowel hypoperfusion, leading to hypoxia of the villa of the bowel wall and the occurrence of Clostridioides difficile infection (CDI). However, the risk factors for the development of CDI in HF patients have yet to be fully illustrated, especially because of a lack of evidence from real-world data.

Authors

  • Caiping Shi
    School of Mathematics, Hohai University, Nanjing, China.
  • Qiong Jie
    Department of Pharmacy, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
  • Hongsong Zhang
    Department of Cardiology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
  • Xinying Zhang
    College of Transportation Engineering, Department of Traffic Engineering, Chang'an University, Xi'an 710064, China.
  • Weijuan Chu
    School of Mathematics, Hohai University, Nanjing, China.
  • Chen Chen
    The George Institute for Global Health, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia.
  • Qian Zhang
    The Neonatal Intensive Care Unit, Peking Union Medical College Hospital, Peking, China.
  • Zhen Hu
    Institute for Health Informatics.

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