Incorporating preoperative frailty to assist in early prediction of postoperative pneumonia in elderly patients with hip fractures: an externally validated online interpretable machine learning model.

Abstract

Authors

• Anran Dai
  Department of Pharmacy, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China.
• Hao Liu
  Key Laboratory of Development and Maternal and Child Diseases of Sichuan Province, Department of Pediatrics, Sichuan University, Chengdu, China.
• Po Shen
  Department of Anesthesiology, Perioperative and Pain Medicine, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
• Yue Feng
  Nursing School, Sichuan University, China.
• Yi Zhong
  Department of Chinese Medicine Science & Engineering,Zhejiang University Hangzhou 310058,China.
• Mingtao Ma
  Department of Anesthesiology, Perioperative and Pain Medicine, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
• Yuping Hu
  Schlool of Jewelry and Art Design, Wuzhou University, Wuzhou 543002, China.
• Kaizong Huang
  Department of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
• Chen Chen
  The George Institute for Global Health, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia.
• Huaming Xia
  Nanjing Xiaheng Network System Co., Ltd., Nanjing, China.
• Libo Yan
  Research and Development Department, Jiangsu Kaiyuan Pharmaceutical Co., Ltd, Nanjing, China.
• Yanna Si
  Department of Anesthesiology, Perioperative and Pain Medicine, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
• Jianjun Zou
  School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, China; Department of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.

Keywords

External Resources