Prediction of postoperative infectious complications in elderly patients with colorectal cancer: a study based on improved machine learning

被引：0
|
作者：
Yuan Tian
Rui Li
Guanlong Wang
Kai Xu
Hongxia Li
Lei He
机构：
[1] The Third Affiliated Hospital of Anhui Medical University (The first people’s Hospital of Hefei),Department of Gastrointestinal Surgery
[2] The Third Affiliated Hospital of Anhui Medical University (The first people’s Hospital of Hefei),Department of Oncology
来源：
BMC Medical Informatics and Decision Making | / 24卷
关键词：
Elderly patients; Colorectal cancer; Postoperative infectious complications; Machine learning; MGA-XGBoost;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Prediction of postoperative infectious complications in elderly patients with colorectal cancer: a study based on improved machine learning
    Tian, Yuan
    Li, Rui
    Wang, Guanlong
    Xu, Kai
    Li, Hongxia
    He, Lei
    [J]. BMC MEDICAL INFORMATICS AND DECISION MAKING, 2024, 24 (01)
  • [2] Prediction of postoperative mortality in elderly patients with colorectal cancer
    Heriot, Alexander G.
    Tekkis, Paris P.
    Smith, Jason J.
    Cohen, C. Richard G.
    Montgomery, Andrew
    Audisio, Riccardo A.
    Thompson, Michael R.
    Stamatakis, Jeffrey D.
    [J]. DISEASES OF THE COLON & RECTUM, 2006, 49 (06) : 816 - 824
  • [3] Prediction of postoperative mortality in elderly patients with colorectal cancer
    Smith, JJ
    Heriot, AG
    Tekkis, PP
    Montgomery, A
    Thompson, MR
    Cohen, R
    Steele, R
    Stamatakis, JD
    [J]. DISEASES OF THE COLON & RECTUM, 2004, 47 (04) : 651 - 651
  • [4] Elderly Patients with Colorectal Cancer - A Predisposed Category for Postoperative Complications
    Etele, Elthes Elod
    Sala, Daniela
    Denes, Marton
    Cozlea, Alexandra
    Darie, Ruxandra
    Torok, Arpad
    [J]. CHIRURGIA, 2019, 114 (03) : 331 - 342
  • [5] Risk Factors for Postoperative Infectious Complications in Elderly Patients with Gastric Cancer
    Liu, Xiao
    Xue, Zhigang
    Yu, Jianchun
    Li, Zijian
    Ma, Zhiqiang
    Kang, Weiming
    Ye, Xin
    Jiang, Lin
    [J]. CANCER MANAGEMENT AND RESEARCH, 2020, 12 : 4391 - 4398
  • [6] Risk and Protective Factors for Postoperative Complications in Elderly Patients With Colorectal Cancer
    Shiraishi, Takuya
    Ogawa, Hiroomi
    Ozawa, Naoya
    Suga, Kunihiko
    Komine, Chika
    Shibasaki, Yuta
    Osone, Katsuya
    Okada, Takuhisa
    Enokida, Yasuaki
    Sohda, Makoto
    Shirabe, Ken
    Saeki, Hiroshi
    [J]. ANTICANCER RESEARCH, 2022, 42 (02) : 1123 - 1130
  • [7] Antibiotic prophylaxis of postoperative infectious complications (POIC) in colorectal cancer (CRC) patients
    Petukhova, IN
    [J]. INTERNATIONAL JOURNAL OF ANTIMICROBIAL AGENTS, 2004, 24 : S212 - S213
  • [8] Prediction of Postoperative Complications Following Elective Surgery in Elderly Patients with Colorectal Cancer Using the Comprehensive Geriatric Assessment
    Mokutani, Yukako
    Mizushima, Tsunekazu
    Yamasaki, Makoto
    Rakugi, Hiromi
    Doki, Yuichiro
    Mori, Masaki
    [J]. DIGESTIVE SURGERY, 2016, 33 (06) : 470 - 477
  • [9] Preoperative Probiotics Decrease Postoperative Infectious Complications of Colorectal Cancer
    Zhang, Ji-Wei
    Du, Peng
    Gao, Jun
    Yang, Bao-Ren
    Fang, Wei-Jia
    Ying, Chun-Mei
    [J]. AMERICAN JOURNAL OF THE MEDICAL SCIENCES, 2012, 343 (03): : 199 - 205
  • [10] Postoperative Complication Prediction Using Machine Learning in Cancer Patients
    Hernandez, Matthew
    Nguyen, Andrew
    Choong, Kevin
    Chen, Chen
    Carlin, Cameron
    Rossi, Lorenzo
    McNeese, Kathy
    Yuh, Bertram
    Eftekhari, Zahra
    Lai, Lily
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2022, 29 (SUPPL 2) : 485 - 486
12345