Machine learning for the prediction of delirium in elderly intensive care unit patients.

Journal: European geriatric medicine
Published Date: Jun 28, 2024

Abstract

PURPOSE: This study aims to develop and validate a prediction model for delirium in elderly ICU patients and help clinicians identify high-risk patients at the early stage.

Authors

  • Rui Ma
    Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, China.
  • Jin Zhao
    Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, 36 Lazi East Road, Tianfu New Area, Chengdu, 610000, China.
  • Ziying Wen
    Department of Geriatrics, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Yunlong Qin
    Department of Nephrology, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Zixian Yu
    Department of Nephrology, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Jinguo Yuan
    Department of Nephrology, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Yumeng Zhang
    Minimally Invasive Tumor Therapy Center, Beijing Hospital, Peking Union Medical College, Beijing, China.
  • Anjing Wang
    Department of Nephrology, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Cui Li
    College of Veterinary Medicine, Northwest A&F University Yangling, China.
  • Huan Li
    National Clinical Research Center for Kidney Disease, State Key Laboratory for Organ Failure Research, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou 510515, Guangdong Province, China.
  • Yang Chen
    Orthopedics Department of the First Affiliated Hospital of Tsinghua University, Beijing, China.
  • Fengxia Han
    Department of Geriatrics, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China.
  • Yueru Zhao
    Medicine School of Xi'an Jiaotong University, Xi'an, China.
  • Shiren Sun
    Department of Nephrology, Xijing Hospital, the Fourth Military Medical University, Xi'an, China.
  • Xiaoxuan Ning
    Department of Geriatrics, Xijing Hospital, Fourth Military Medical University, No. 127 Chang Le West Road, Xi'an, 710032, Shaanxi, China. ningxx01@fmmu.edu.cn.

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