Clinical ground truth in machine learning for early sepsis diagnosis

被引：1
|
作者：
Lindner, Holger A. [1 ,2 ]
Thiel, Manfred [1 ,2 ]
Schneider-Lindner, Verena [1 ,2 ]
机构：
[1] Heidelberg Univ, Dept Anesthesiol & Surg Intens Care Med, D-68167 Mannheim, Germany
[2] Heidelberg Univ, Med Fac Mannheim, Mannheim Inst Innate Immunosci MI3, D-68167 Mannheim, Germany
来源：
LANCET DIGITAL HEALTH | 2023年 / 5卷 / 06期
关键词：
INTERNATIONAL CONSENSUS DEFINITIONS; ARTIFICIAL-INTELLIGENCE;
D O I：
10.1016/S2589-7500(23)00070-5
中图分类号：
R-058 [];
学科分类号：
摘要：
引用
收藏
页码：E338 / E339
页数：2
相关论文
共 50 条
  • [1] Early Detection of Sepsis With Machine Learning Techniques: A Brief Clinical Perspective
    Giacobbe, Daniele Roberto
    Signori, Alessio
    Del Puente, Filippo
    Mora, Sara
    Carmisciano, Luca
    Briano, Federica
    Vena, Antonio
    Ball, Lorenzo
    Robba, Chiara
    Pelosi, Paolo
    Giacomini, Mauro
    Bassetti, Matteo
    FRONTIERS IN MEDICINE, 2021, 8
  • [2] Clinical validation and optimization of machine learning models for early prediction of sepsis
    Liu, Xi
    Li, Meiyi
    Liu, Xu
    Luo, Yuting
    Yang, Dong
    Hui, Ouyang
    He, Jiaoling
    Xia, Jinyu
    Xiao, Fei
    FRONTIERS IN MEDICINE, 2025, 12
  • [3] Establishing Ground Truth on Pyschophysiological Models for Training Machine Learning Algorithms: Options for Ground Truth Proxies
    Brawner, Keith
    Boyce, Michael W.
    AUGMENTED COGNITION: NEUROCOGNITION AND MACHINE LEARNING, AC 2017, PT I, 2017, 10284 : 468 - 477
  • [4] Early Prediction of Sepsis using Machine Learning
    Shankar, Anuraag
    Diwan, Mufaddal
    Singh, Snigdha
    Nahrpurawala, Husain
    Bhowmick, Tanusri
    2021 11TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING (CONFLUENCE 2021), 2021, : 837 - 842
  • [5] Algorithmic sovereignty: Machine learning, ground truth, and the state of exception
    Martin, Matthew
    PHILOSOPHY & SOCIAL CRITICISM, 2023,
  • [6] Ground truth tracings (GTT): On the epistemic limits of machine learning
    Kang, Edward B.
    BIG DATA & SOCIETY, 2023, 10 (01)
  • [7] Early Diagnosis of Dementia from Clinical Data by Machine Learning Techniques
    So, Aram
    Hooshyar, Danial
    Park, Kun Woo
    Lim, Heui Seok
    APPLIED SCIENCES-BASEL, 2017, 7 (07):
  • [8] Early Prediction of Neonatal Sepsis From Synthetic Clinical Data Using Machine Learning
    Lyra, Simon
    Jin, Jinyi
    Leonhardt, Steffen
    Lueken, Markus
    2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
  • [9] Development and validation of a machine learning model integrated with the clinical workflow for early detection of sepsis
    Mahyoub, Mohammed A.
    Yadav, Ravi R.
    Dougherty, Kacie
    Shukla, Ajit
    FRONTIERS IN MEDICINE, 2023, 10
  • [10] A New Effective Machine Learning Framework for Sepsis Diagnosis
    Wang, Xianchuan
    Wang, Zhiyi
    Weng, Jie
    Wen, Congcong
    Chen, Huiling
    Wang, Xianqin
    IEEE ACCESS, 2018, 6 : 48300 - 48310
12345