Should Health Care Demand Interpretable Artificial Intelligence or Accept "Black Box" Medicine?

被引:158
作者
Wang, Fei [1 ]
Kaushal, Rainu [1 ,2 ,3 ]
Khullar, Dhruv [1 ,2 ,3 ]
机构
[1] Weill Cornell Med, 425 East 61st St,Suite 301, New York, NY 10065 USA
[2] New York Presbyterian Hosp, New York, NY USA
[3] Weill Cornell Med, 402 East 67th St, New York, NY 10065 USA
关键词
D O I
10.7326/M19-2548
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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页码:59 / +
页数:3
相关论文
共 10 条
[1]  
[Anonymous], 1995, ADV NEURAL INFORM PR
[2]   Clinically applicable deep learning for diagnosis and referral in retinal disease [J].
De Fauw, Jeffrey ;
Ledsam, Joseph R. ;
Romera-Paredes, Bernardino ;
Nikolov, Stanislav ;
Tomasev, Nenad ;
Blackwell, Sam ;
Askham, Harry ;
Glorot, Xavier ;
O'Donoghue, Brendan ;
Visentin, Daniel ;
van den Driessche, George ;
Lakshminarayanan, Balaji ;
Meyer, Clemens ;
Mackinder, Faith ;
Bouton, Simon ;
Ayoub, Kareem ;
Chopra, Reena ;
King, Dominic ;
Karthikesalingam, Alan ;
Hughes, Cian O. ;
Raine, Rosalind ;
Hughes, Julian ;
Sim, Dawn A. ;
Egan, Catherine ;
Tufail, Adnan ;
Montgomery, Hugh ;
Hassabis, Demis ;
Rees, Geraint ;
Back, Trevor ;
Khaw, Peng T. ;
Suleyman, Mustafa ;
Cornebise, Julien ;
Keane, Pearse A. ;
Ronneberger, Olaf .
NATURE MEDICINE, 2018, 24 (09) :1342-+
[3]   Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network [J].
Hannun, Awni Y. ;
Rajpurkar, Pranav ;
Haghpanahi, Masoumeh ;
Tison, Geoffrey H. ;
Bourn, Codie ;
Turakhia, Mintu P. ;
Ng, Andrew Y. .
NATURE MEDICINE, 2019, 25 (01) :65-+
[4]  
Hinton G., 2019, DISTILLING KNOWLEDGE
[5]  
Nemati S, 2018, CRIT CARE MED, V46, P547, DOI [10.1097/ccm.0000000000002936, 10.1097/CCM.0000000000002936]
[6]  
Poursabzi-Sangdeh F, 2019, MANIPULATING MEASURI
[7]   Scalable and accurate deep learning with electronic health records [J].
Rajkomar, Alvin ;
Oren, Eyal ;
Chen, Kai ;
Dai, Andrew M. ;
Hajaj, Nissan ;
Hardt, Michaela ;
Liu, Peter J. ;
Liu, Xiaobing ;
Marcus, Jake ;
Sun, Mimi ;
Sundberg, Patrik ;
Yee, Hector ;
Zhang, Kun ;
Zhang, Yi ;
Flores, Gerardo ;
Duggan, Gavin E. ;
Irvine, Jamie ;
Quoc Le ;
Litsch, Kurt ;
Mossin, Alexander ;
Tansuwan, Justin ;
Wang, De ;
Wexler, James ;
Wilson, Jimbo ;
Ludwig, Dana ;
Volchenboum, Samuel L. ;
Chou, Katherine ;
Pearson, Michael ;
Madabushi, Srinivasan ;
Shah, Nigam H. ;
Butte, Atul J. ;
Howell, Michael D. ;
Cui, Claire ;
Corrado, Greg S. ;
Dean, Jeffrey .
NPJ DIGITAL MEDICINE, 2018, 1
[8]  
Simonite T., 2019, GOOGLES AI GURU WANT
[9]   Rethinking the Inception Architecture for Computer Vision [J].
Szegedy, Christian ;
Vanhoucke, Vincent ;
Ioffe, Sergey ;
Shlens, Jon ;
Wojna, Zbigniew .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :2818-2826
[10]   Derivation and validation of an index to predict early death or unplanned readmission after discharge from hospital to the community [J].
van Walraven, Carl ;
Dhalla, Irfan A. ;
Bell, Chaim ;
Etchells, Edward ;
Stiell, Ian G. ;
Zarnke, Kelly ;
Austin, Peter C. ;
Forster, Alan J. .
CANADIAN MEDICAL ASSOCIATION JOURNAL, 2010, 182 (06) :551-557