Machine Learning Based Clinical Decision Support and Clinician Trust

被引:0
|
作者
Schwartz, Jessica [1 ]
Cato, Kenrick [2 ]
机构
[1] Columbia Univ, Sch Nursing, New York, NY 10027 USA
[2] Columbia Univ, Sch Nursing, Emergency Med, New York, NY USA
关键词
machine learning; clinical decision support; understandability; trust;
D O I
10.1109/ICHI48887.2020.9374365
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
引用
收藏
页码:571 / 571
页数:1
相关论文
共 50 条
  • [1] Trust in Machine Learning Driven Clinical Decision Support Tools Among Otolaryngologists
    Chen, Hannah
    Ma, Xiaoyue
    Rives, Hal
    Serpedin, Aisha
    Yao, Peter
    Rameau, Anais
    [J]. LARYNGOSCOPE, 2024, 134 (06): : 2799 - 2804
  • [2] Clinician involvement in research on machine learning-based predictive clinical decision support for the hospital setting: A scoping review
    Schwartz, Jessica M.
    Moy, Amanda J.
    Rossetti, Sarah C.
    Elhadad, Noemie
    Cato, Kenrick D.
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2021, 28 (03) : 653 - 663
  • [3] Association of Clinician Diagnostic Performance With Machine Learning-Based Decision Support Systems A Systematic Review
    Vasey, Baptiste
    Ursprung, Stephan
    Beddoe, Benjamin
    Taylor, Elliott H.
    Marlow, Neale
    Bilbro, Nicole
    Watkinson, Peter
    McCulloch, Peter
    [J]. JAMA NETWORK OPEN, 2021, 4 (03)
  • [4] Towards interpretable machine learning for clinical decision support
    Walters, Bradley
    Ortega-Martorell, Sandra
    Olier, Ivan
    Lisboa, Paulo J. G.
    [J]. 2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [5] Machine learning for diabetes clinical decision support: a review
    Ashwini Tuppad
    Shantala Devi Patil
    [J]. Advances in Computational Intelligence, 2022, 2 (2):
  • [6] Machine learning-based clinical decision support using laboratory data
    Cubukcu, Hikmet Can
    Topcu, Deniz Ilhan
    Yenice, Sedef
    [J]. CLINICAL CHEMISTRY AND LABORATORY MEDICINE, 2024, 62 (05) : 793 - 823
  • [7] A hybrid algorithm for clinical decision support in precision medicine based on machine learning
    Zhang, Zicheng
    Lin, Xinyue
    Wu, Shanshan
    [J]. BMC BIOINFORMATICS, 2023, 24 (01)
  • [8] Interpretability, personalization and reliability of a machine learning based clinical decision support system
    F. Valente
    S. Paredes
    J. Henriques
    T. Rocha
    P. de Carvalho
    J. Morais
    [J]. Data Mining and Knowledge Discovery, 2022, 36 : 1140 - 1173
  • [9] Dashboarding to Monitor Machine-Learning-Based Clinical Decision Support Interventions
    Hekman, Daniel J.
    Barton, Hanna J.
    Maru, Apoorva P.
    Wills, Graham
    Cochran, Amy L.
    Fritsch, Corey
    Wiegmann, Douglas A.
    Liao, Frank
    Patterson, Brian W.
    [J]. APPLIED CLINICAL INFORMATICS, 2024, 15 (01): : 164 - 169
  • [10] Interpretability, personalization and reliability of a machine learning based clinical decision support system
    Valente, F.
    Paredes, S.
    Henriques, J.
    Rocha, T.
    de Carvalho, P.
    Morais, J.
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY, 2022, 36 (03) : 1140 - 1173