Challenges to the Reproducibility of Machine Learning Models in Health Care

被引:189
作者
Beam, Andrew L. [1 ,2 ]
Manrai, Arjun K. [2 ,3 ]
Ghassemi, Marzyeh [4 ,5 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, 10 Shattuck St, Boston, MA 02115 USA
[2] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[3] Boston Childrens Hosp, Computat Hlth Informat Program, Boston, MA USA
[4] Univ Toronto, Dept Comp Sci, Toronto, ON, Canada
[5] Vector Inst, Toronto, ON, Canada
来源
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2020年 / 323卷 / 04期
基金
美国国家卫生研究院;
关键词
D O I
10.1001/jama.2019.20866
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
引用
收藏
页码:305 / 306
页数:2
相关论文
共 8 条
  • [1] Estimating the reproducibility of psychological science
    Aarts, Alexander A.
    Anderson, Joanna E.
    Anderson, Christopher J.
    Attridge, Peter R.
    Attwood, Angela
    Axt, Jordan
    Babel, Molly
    Bahnik, Stepan
    Baranski, Erica
    Barnett-Cowan, Michael
    Bartmess, Elizabeth
    Beer, Jennifer
    Bell, Raoul
    Bentley, Heather
    Beyan, Leah
    Binion, Grace
    Borsboom, Denny
    Bosch, Annick
    Bosco, Frank A.
    Bowman, Sara D.
    Brandt, Mark J.
    Braswell, Erin
    Brohmer, Hilmar
    Brown, Benjamin T.
    Brown, Kristina
    Bruening, Jovita
    Calhoun-Sauls, Ann
    Callahan, Shannon P.
    Chagnon, Elizabeth
    Chandler, Jesse
    Chartier, Christopher R.
    Cheung, Felix
    Christopherson, Cody D.
    Cillessen, Linda
    Clay, Russ
    Cleary, Hayley
    Cloud, Mark D.
    Cohn, Michael
    Cohoon, Johanna
    Columbus, Simon
    Cordes, Andreas
    Costantini, Giulio
    Alvarez, Leslie D. Cramblet
    Cremata, Ed
    Crusius, Jan
    DeCoster, Jamie
    DeGaetano, Michelle A.
    Della Penna, Nicolas
    den Bezemer, Bobby
    Deserno, Marie K.
    [J]. SCIENCE, 2015, 349 (6251)
  • [2] [Anonymous], 32 AAAI C ART INT AA
  • [3] Big Data and Machine Learning in Health Care
    Beam, Andrew L.
    Kohane, Isaac S.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 319 (13): : 1317 - 1318
  • [4] Reporting of artificial intelligence prediction models
    Collins, Gary S.
    Moons, Karel G. M.
    [J]. LANCET, 2019, 393 (10181) : 1577 - 1579
  • [5] Deep Learning-A Technology With the Potential to Transform Health Care
    Hinton, Geoffrey
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (11): : 1101 - 1102
  • [6] Why most published research findings are false
    Ioannidis, JPA
    [J]. PLOS MEDICINE, 2005, 2 (08) : 696 - 701
  • [7] Strubell E., ENERGY POLICY CONSID
  • [8] Vaswani A, 2017, ADV NEUR IN, V30