Investigating Intrinsic Bias in Publicly Available Critical Care Datasets for Machine Learning

被引：0
|
作者：
Langnas, Erica [1 ]
Fong, Nicholas [1 ]
Law, Tyler [1 ]
Chyan, Arthur [1 ]
Lipnick, Michael [1 ]
Pirracchio, Romain [1 ]
机构：
[1] Univ Calif San Francisco, San Francisco, CA 94143 USA
来源：
ANESTHESIA AND ANALGESIA | 2023年 / 136卷
关键词：
D O I：
暂无
中图分类号：
R614 [麻醉学];
学科分类号：
100217 ;
摘要：
44
引用
收藏
页码：266 / 267
页数：2
相关论文
共 50 条
  • [41] Machine Learning for Pulmonary and Critical Care Medicine: A Narrative Review
    Mlodzinski, Eric
    Stone, David J.
    Celi, Leo A.
    PULMONARY THERAPY, 2020, 6 (01) : 67 - 77
  • [42] Heart Failure Prediction: Machine Learning Application in Critical Care
    Sharma, Himanshu
    Sharma, Gitika
    Sharma, Sachin
    Mishra, Abhijat
    Singh, Avineet
    Sharma, Harshvardhan
    2024 43RD INTERNATIONAL SYMPOSIUM ON RELIABLE DISTRIBUTED SYSTEMS, SRDS 2024, 2024, : 361 - 366
  • [43] Machine Learning for Pulmonary and Critical Care Medicine: A Narrative Review
    Eric Mlodzinski
    David J. Stone
    Leo A. Celi
    Pulmonary Therapy, 2020, 6 : 67 - 77
  • [44] Machine learning-driven critical care decision making
    Coates, James T.
    de Koning, Christiaan
    JOURNAL OF THE ROYAL SOCIETY OF MEDICINE, 2022, 115 (06) : 236 - 238
  • [45] Exploration of critical care data by using unsupervised machine learning
    Hyun, Sookyung
    Kaewprag, Pacharmon
    Cooper, Cheryl
    Hixon, Brenda
    Moffatt-Bruce, Susan
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2020, 194
  • [46] Machine Learning Applied to Datasets of Human Activity Recognition: Data Analysis in Health Care
    Patricia, Ariza-Colpas Paola
    Enrico, Vicario
    Shariq, Butt Aziz
    Emiro, Dela Hoz-Franco
    Alberto, Pineres-Melo Marlon
    Isabel, Oviedo-Carrascal Ana
    Tariq, Muhammad Imran
    Restrepo, Johanna Karina Garcia
    Fulvio, Patara
    CURRENT MEDICAL IMAGING, 2023, 19 (01) : 46 - 64
  • [47] A Conceptual Framework for Investigating and Mitigating Machine-Learning Measurement Bias (MLMB) in Psychological Assessment
    Tay, Louis
    Woo, Sang Eun
    Hickman, Louis
    Booth, Brandon M.
    D'Mello, Sidney
    ADVANCES IN METHODS AND PRACTICES IN PSYCHOLOGICAL SCIENCE, 2022, 5 (01)
  • [48] Utilizing machine learning with knockoff filtering to extract significant metabolites in Crohn's disease with a publicly available untargeted metabolomics dataset
    Bin Masud, Shoaib
    Jenkins, Conor
    Hussey, Erika
    Elkin-Frankston, Seth
    Mach, Phillip
    Dhummakupt, Elizabeth
    Aeron, Shuchin
    PLOS ONE, 2021, 16 (07):
  • [49] Machine Learning Bias in Computer Vision: Why do I have to care?
    Laranjeira, Camila
    Mota, Virginia Fernandes
    dos Santos, Jefersson Alex
    2021 34TH SIBGRAPI CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES (SIBGRAPI 2021), 2021, : 1 - 8
  • [50] Bias and Unfairness in Machine Learning Models: A Systematic Review on Datasets, Tools, Fairness Metrics, and Identification and Mitigation Methods
    Pagano, Tiago P.
    Loureiro, Rafael B.
    Lisboa, Fernanda V. N.
    Peixoto, Rodrigo M.
    Guimaraes, Guilherme A. S.
    Cruz, Gustavo O. R.
    Araujo, Maira M.
    Santos, Lucas L.
    Cruz, Marco A. S.
    Oliveira, Ewerton L. S.
    Winkler, Ingrid
    Nascimento, Erick G. S.
    BIG DATA AND COGNITIVE COMPUTING, 2023, 7 (01)
12345