Comparison of machine learning and logistic regression models in predicting acute kidney injury: A systematic review and meta-analysis.

Journal: International journal of medical informatics
PMID:

Abstract

INTRODUCTION: We aimed to assess whether machine learning models are superior at predicting acute kidney injury (AKI) compared to logistic regression (LR), a conventional prediction model.

Authors

  • Xuan Song
    ICU, DongE Hospital Affiliated to Shandong First Medical University, Shandong, China.
  • Xinyan Liu
    ICU, DongE Hospital Affiliated to Shandong First Medical University, Shandong, China.
  • Fei Liu
    Department of Interventional Radiology, Qinghai Red Cross Hospital, Xining, Qinghai, China.
  • Chunting Wang
    ICU, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong, China. Electronic address: wcteicu@126.com.