Evaluating and reducing cognitive load should be a priority for machine learning in healthcare

被引：32
作者：
Ehrmann, Daniel E. [1 ,2 ,3 ]
Gallant, Sara N. [1 ,2 ]
Nagaraj, Sujay [3 ,4 ,5 ]
Goodfellow, Sebastian D. [1 ,2 ,6 ]
Eytan, Danny [1 ,2 ,7 ]
Goldenberg, Anna
Mazwi, Mjaye L. [1 ,2 ,3 ,8 ]
机构：
[1] Hosp Sick Children, Dept Crit Care Med, Toronto, ON, Canada
[2] Hosp Sick Children, Labatt Family Heart Ctr, Toronto, ON, Canada
[3] Univ Toronto, Temerty Ctr Artificial Intelligence Res & Educ Me, Toronto, ON, Canada
[4] Univ Toronto, Temerty Fac Med, Toronto, ON, Canada
[5] Vector Inst Artificial Intelligence, Toronto, ON, Canada
[6] Univ Toronto, Fac Appl Sci & Engn, Toronto, ON, Canada
[7] Technion, Dept Med, Haifa, Israel
[8] Univ Toronto, Dept Paediat, Toronto, ON, Canada
来源：
NATURE MEDICINE | 2022年 / 28卷 / 07期
关键词：
D O I：
10.1038/s41591-022-01833-z
中图分类号：
Q5 [生物化学]; Q7 [分子生物学];
学科分类号：
071010 ; 081704 ;
摘要：
引用
收藏
页码：1331 / 1333
页数：3
相关论文
共 9 条
[1]   Applying A/B Testing to Clinical Decision Support: Rapid Randomized Controlled Trials [J].
Austrian, Jonathan ;
Mendoza, Felicia ;
Szerencsy, Adam ;
Fenelon, Lucille ;
Horwitz, Leora, I ;
Jones, Simon ;
Kuznetsova, Masha ;
Mann, Devin M. .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2021, 23 (04)
[2]   Artificial Intelligence in Health Care Will the Value Match the Hype? [J].
Emanuel, Ezekiel J. ;
Wachter, Robert M. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2019, 321 (23) :2281-2282
[3]  
Ghassemi, 2021, BMJ QUAL SAF, V3, pe745
[4]   Cognitive interventions to reduce diagnostic error: a narrative review [J].
Graber, Mark L. ;
Kissam, Stephanie ;
Payne, Velma L. ;
Meyer, Ashley N. D. ;
Sorensen, Asta ;
Lenfestey, Nancy ;
Tant, Elizabeth ;
Henriksen, Kerm ;
LaBresh, Kenneth ;
Singh, Hardeep .
BMJ QUALITY & SAFETY, 2012, 21 (07) :535-557
[5]   Ideal algorithms in healthcare: Explainable, dynamic, precise, autonomous, fair, and reproducible [J].
Loftus, Tyler J. ;
Tighe, Patrick J. ;
Ozrazgat-Baslanti, Tezcan ;
Davis, John P. ;
Ruppert, Matthew M. ;
Ren, Yuanfang ;
Shickel, Benjamin ;
Kamaleswaran, Rishikesan ;
Hogan, William R. ;
Moorman, J. Randall ;
Upchurch Jr, Gilbert R. ;
Rashidi, Parisa ;
Bihorac, Azra .
PLOS DIGITAL HEALTH, 2022, 1 (01)
[6]   Joint Commission Warns of Alarm Fatigue Multitude of Alarms From Monitoring Devices Problematic [J].
Mitka, Mike .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2013, 309 (22) :2315-2316
[7]   Cognitive load theory and instructional design: Recent developments [J].
Paas, F ;
Renkl, A ;
Sweller, J .
EDUCATIONAL PSYCHOLOGIST, 2003, 38 (01) :1-4
[8]   The Critical Care Safety Study: The incidence and nature of adverse events and serious medical errors in intensive care [J].
Rothschild, JM ;
Landrigan, CP ;
Cronin, JW ;
Kaushal, R ;
Lockley, SW ;
Burdick, E ;
Stone, PH ;
Lilly, CM ;
Katz, JT ;
Czeisler, CA ;
Bates, DW .
CRITICAL CARE MEDICINE, 2005, 33 (08) :1694-1700
[9]   DECIDE-AI: new reporting guidelines to bridge the development-to-implementation gap in clinical artificial intelligence [J].
Vasey, Baptiste ;
Clifton, David A. ;
Collins, Gary S. ;
Denniston, Alastair K. ;
Faes, Livia ;
Geerts, Bart F. ;
Liu, Xiaoxuan ;
Morgan, Lauren ;
Watkinson, Peter ;
McCulloch, Peter .
NATURE MEDICINE, 2021, 27 (02) :186-187
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