Artificial intelligence, bias and clinical safety

被引:468
作者
Challen, Robert [1 ,2 ]
Denny, Joshua [3 ,4 ]
Pitt, Martin [5 ]
Gompels, Luke [2 ]
Edwards, Tom [2 ]
Tsaneva-Atanasova, Krasimira [1 ]
机构
[1] Univ Exeter, Coll Engn Math & Phys Sci, EPSRC Ctr Predict Modelling Healthcare, Exeter EX4 4QF, Devon, England
[2] Taunton & Somerset NHS Fdn Trust, Taunton, Somerset, England
[3] Vanderbilt Univ, Med Ctr, Dept Biomed Informat, Nashville, TN USA
[4] Vanderbilt Univ, Med Ctr, Dept Med, Nashville, TN USA
[5] Univ Exeter, Sch Med, NIHR CLAHRC South West Peninsula, St Lukes Campus, Exeter, Devon, England
基金
英国工程与自然科学研究理事会;
关键词
DECISION-SUPPORT-SYSTEMS; PHYSICIAN ORDER ENTRY; VALIDATION; ERRORS;
D O I
10.1136/bmjqs-2018-008370
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
[No abstract available]
引用
收藏
页码:231 / 237
页数:7
相关论文
共 53 条
[1]  
Adler P, 2016, AUDITING BLACK BOX M
[2]  
[Anonymous], 2018, IIHS STATUS REPORT N
[3]   Polyp Detection via Imbalanced Learning and Discriminative Feature Learning [J].
Bae, Seung-Hwan ;
Yoon, Kuk-Jin .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2015, 34 (11) :2379-2393
[4]   Differential Diagnosis Generators: an Evaluation of Currently Available Computer Programs [J].
Bond, William F. ;
Schwartz, Linda M. ;
Weaver, Kevin R. ;
Levick, Donald ;
Giuliano, Michael ;
Graber, Mark L. .
JOURNAL OF GENERAL INTERNAL MEDICINE, 2012, 27 (02) :213-219
[5]   Towards complete and accurate reporting of studies of diagnostic accuracy: The STARD initiative [J].
Bossuyt, PM ;
Reitsma, JB ;
Bruns, DE ;
Gatsonis, CA ;
Glasziou, PP ;
Irwig, LM ;
Lijmer, JG ;
Moher, D ;
Rennie, D ;
de Vet, HCW .
CLINICAL CHEMISTRY, 2003, 49 (01) :1-6
[6]   The use of reinforcement learning algorithms to meet the challenges of an artificial pancreas [J].
Bothe, Melanie K. ;
Dickens, Luke ;
Reichel, Katrin ;
Tellmann, Arn ;
Ellger, Bjoern ;
Westphal, Martin ;
Faisal, Ahmed A. .
EXPERT REVIEW OF MEDICAL DEVICES, 2013, 10 (05) :661-673
[7]   Severity scoring systems in the critically ill [J].
Bouch, D. Christopher ;
Thompson, Jonathan P. .
BJA EDUCATION, 2008, 8 (05) :181-185
[8]   A computational approach to early sepsis detection [J].
Calvert, Jacob S. ;
Price, Daniel A. ;
Chettipally, Uli K. ;
Barton, Christopher W. ;
Feldman, Mitchell D. ;
Hoffman, Jana L. ;
Jay, Melissa ;
Das, Ritankar .
COMPUTERS IN BIOLOGY AND MEDICINE, 2016, 74 :69-73
[9]   Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hospital 30-day Readmission [J].
Caruana, Rich ;
Lou, Yin ;
Gehrke, Johannes ;
Koch, Paul ;
Sturm, Marc ;
Elhadad, Noemie .
KDD'15: PROCEEDINGS OF THE 21ST ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2015, :1721-1730
[10]   Implementing Machine Learning in Health Care - Addressing Ethical Challenges [J].
Char, Danton S. ;
Shah, Nigam H. ;
Magnus, David .
NEW ENGLAND JOURNAL OF MEDICINE, 2018, 378 (11) :981-983