Machine learning based peri-surgical risk calculator for abdominal related emergency general surgery: a multicenter retrospective study.

Journal: International journal of surgery (London, England)
PMID: 38489557

Abstract

BACKGROUND: Currently, there is a lack of ideal risk prediction tools in the field of emergency general surgery (EGS). The American Association for the Surgery of Trauma recommends developing risk assessment tools specifically for EGS-related diseases. In this study, we sought to utilize machine learning (ML) algorithms to explore and develop a web-based calculator for predicting five perioperative risk events of eight common operations in EGS.

Authors

  • Biao Chen
    School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China.
  • Weiyong Sheng
    Department of Emergency Surgery.
  • Zhixin Wu
    Department of Micro/Nano Electronics, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
  • Bingqing Ma
    Department of Emergency Surgery.
  • Nan Cao
    College of Design and Innovation, Tongji University, Shanghai, China.
  • Xushu Li
    Department of General Surgery.
  • Jia Yang
    Operating Room, Cheng'an County People's Hospital, Handan, Hebei, China.
  • Xiaowei Yuan
    Department of Medical.
  • Lizhao Yan
    Department of Hand Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
  • Gaobo Zhu
    Department of Emergency Surgery.
  • Yuanhong Zhou
    Department of Science and Education, Central People's Hospital of Yichang, Three Gorges University, Yichang.
  • Zhonghua Huang
    Department of General Surgery.
  • Meiwei Zhu
    Department of General Surgery.
  • Xuehui Ding
    Department of Obstetrics and Gynecology, Central Hospital of Hefeng County, Hefeng, People's Republic of China.
  • Hansong Du
    Department of Gastrointestinal Surgery, Central Hospital of Wuhan, Tongji Medical College.
  • Yanqing Wan
    Department of General Surgery, Union Dongxihu Hospital, Huazhong University of Science and Technology, Wuhan.
  • Xuan Gao
    College of Pharmacy, Fujian University of Traditional Chinese Medicine, Fuzhou 350122, China.
  • Xing Cheng
    Health Management Center.
  • Peng Xu
    Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China.
  • Teng Zhang
    College of Veterinary Medicine, Hebei Agricultural University, Baoding, Hebei 071000, China.
  • Kaixiong Tao
    Department of Gastrointestinal Surgery.
  • Xiaoming Shuai
    Department of Gastrointestinal Surgery.
  • Ping Cheng
    Department of Emergency Surgery.
  • Yong Gao
    Center for Genomic and Personalized Medicine, Guangxi Medical University, Nanning, Guangxi, China.
  • Jinxiang Zhang
    Department of Emergency Surgery.

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