Clinical considerations when applying machine learning to decision-support tasks versus automation

被引:15
作者
Jamieson, Trevor [1 ,2 ,3 ]
Goldfarb, Avi [4 ]
机构
[1] Univ Toronto, Dept Med, Toronto, ON, Canada
[2] Womens Coll Hosp, WCH Inst Hlth Syst Solut & Virtual Care WIHV, Toronto, ON, Canada
[3] St Michaels Hosp, Unity Hlth Toronto, Div Gen Internal Med, Toronto, ON, Canada
[4] Univ Toronto, Rotman Sch Management, Toronto, ON, Canada
关键词
artificial intelligence; HEALTH-CARE; INTERRUPTIONS; IMPACT;
D O I
10.1136/bmjqs-2019-009514
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
引用
收藏
页码:778 / 781
页数:4
相关论文
共 24 条
[1]   Artificial Intelligence: The Ambiguous Labor Market Impact of Automating Prediction [J].
Agrawal, Ajay ;
Gans, Joshua S. ;
Goldfarb, Avi .
JOURNAL OF ECONOMIC PERSPECTIVES, 2019, 33 (02) :31-49
[2]   Effects of workload, work complexity, and repeated alerts on alert fatigue in a clinical decision support system [J].
Ancker, Jessica S. ;
Edwards, Alison ;
Nosal, Sarah ;
Hauser, Diane ;
Mauer, Elizabeth ;
Kaushal, Rainu .
BMC MEDICAL INFORMATICS AND DECISION MAKING, 2017, 17
[3]  
[Anonymous], 2017, WHAT WE NEED BUILD E, DOI DOI 10.3109/14015439.2012.660499
[4]   Big Data and Machine Learning in Health Care [J].
Beam, Andrew L. ;
Kohane, Isaac S. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 319 (13) :1317-1318
[5]  
Bell NR, 2018, CAN FAM PHYSICIAN, V64, P181
[6]  
Bollen D., 2010, Proceedings of the 4th ACM conference on recommender systems, RecSys 10, P63, DOI DOI 10.1145/1864708.1864724
[7]   Robot for health data acquisition among older adults: a pilot randomised controlled cross-over trial [J].
Boumans, Roel ;
van Meulen, Fokke ;
Hindriks, Koen ;
Neerincx, Mark ;
Rikkert, Marcel G. M. Olde .
BMJ QUALITY & SAFETY, 2019, 28 (10) :793-799
[8]   Visual analytics in healthcare - opportunities and research challenges [J].
Caban, Jesus J. ;
Gotz, David .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2015, 22 (02) :260-262
[9]   Artificial intelligence, bias and clinical safety [J].
Challen, Robert ;
Denny, Joshua ;
Pitt, Martin ;
Gompels, Luke ;
Edwards, Tom ;
Tsaneva-Atanasova, Krasimira .
BMJ QUALITY & SAFETY, 2019, 28 (03) :231-237
[10]   Choice overload: A conceptual review and meta-analysis [J].
Chernev, Alexander ;
Boeckenholt, Ulf ;
Goodman, Joseph .
JOURNAL OF CONSUMER PSYCHOLOGY, 2015, 25 (02) :333-358