Transparency and reproducibility in artificial intelligence

被引：254

作者：

Haibe-Kains, Benjamin ^{[1
,2
,3
,4
,5
]}

Adam, George Alexandru ^{[3
,5
]}

Hosny, Ahmed ^{[6
,7
]}

Khodakarami, Farnoosh ^{[1
,2
]}

Shraddha, Thakkar ^{[36
,37
,38
,39
,40
,41
,42
,43
]}

Kusko, Rebecca ^{[37
]}

Sansone, Susanna-Assunta ^{[38
]}

Tong, Weida ^{[36
]}

Wolfinger, Russ D. ^{[39
]}

Mason, Christopher E. ^{[40
]}

Jones, Wendell ^{[41
]}

Dopazo, Joaquin ^{[42
]}

Furlanello, Cesare ^{[43
]}

Waldron, Levi ^{[8
,9
]}

Wang, Bo ^{[2
,3
,5
,10
,11
]}

McIntosh, Chris ^{[2
,5
,10
]}

Goldenberg, Anna ^{[3
,5
,12
,13
]}

Kundaje, Anshul ^{[14
,15
]}

Greene, Casey S. ^{[16
,17
]}

Broderick, Tamara ^{[18
]}

Hoffman, Michael M. ^{[1
,2
,3
,5
]}

Leek, Jeffrey T. ^{[19
]}

Korthauer, Keegan ^{[20
,21
]}

Huber, Wolfgang ^{[22
]}

Brazma, Alvis ^{[23
]}

Pineau, Joelle ^{[24
,25
]}

Tibshirani, Robert ^{[26
,27
]}

Hastie, Trevor ^{[26
,27
]}

Ioannidis, John P. A. ^{[26
,27
,28
,29
,30
]}

Quackenbush, John ^{[31
,32
,33
]}

Aerts, Hugo J. W. L. ^{[6
,7
,34
,35
]}

机构：

[1] Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON, Canada

[2] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada

[3] Univ Toronto, Dept Comp Sci, Toronto, ON, Canada

[4] Ontario Inst Canc Res, Toronto, ON, Canada

[5] Vector Inst Artificial Intelligence, Toronto, ON, Canada

[6] Harvard Med Sch, Brigham & Womens Hosp, Artificial Intelligence Med AIM Program, Boston, MA 02115 USA

[7] Harvard Med Sch, Radiat Oncol & Radiol, Dana Farber Canc Inst, Brigham & Womens Hosp, Boston, MA 02115 USA

[8] CUNY, Grad Sch Publ Hlth & Hlth Policy, Dept Epidemiol & Biostat, New York, NY 10021 USA

[9] CUNY, Grad Sch Publ Hlth & Hlth Policy, Inst Implementat Sci Populat Hlth, New York, NY 10021 USA

[10] Univ Hlth Network, Peter Munk Cardiac Ctr, Toronto, ON, Canada

[11] Univ Toronto, Dept Lab Med & Pathobiol, Toronto, ON, Canada

[12] SickKids Res Inst, Toronto, ON, Canada

[13] CIFAR, Child & Brain Dev Program, Toronto, ON, Canada

[14] Stanford Univ, Dept Genet, Sch Med, Stanford, CA 94305 USA

[15] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA

[16] Univ Penn, Perelman Sch Med, Dept Syst Pharmacol & Translat Therapeut, Philadelphia, PA 19104 USA

[17] Alexs Lemonade Stand Fdn, Childhood Canc Data Lab, Philadelphia, PA USA

[18] MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USA

[19] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD USA

[20] Univ British Columbia, Dept Stat, Vancouver, BC, Canada

[21] BC Childrens Hosp Res Inst, Vancouver, BC, Canada

[22] European Mol Biol Lab, Genome Biol Unit, Heidelberg, Germany

[23] EMBL EBI, European Mol Biol Lab, European Bioinformat Inst, Hinxton, England

[24] McGill Univ, Montreal, PQ, Canada

[25] Montreal Inst Learning Algorithms, Quebec City, PQ, Canada

[26] Stanford Univ, Dept Stat, Sch Humanities & Sci, Stanford, CA 94305 USA

[27] Stanford Univ, Sch Med, Dept Biomed Data Sci, Stanford, CA 94305 USA

[28] Stanford Univ, Dept Med, Sch Med, Stanford, CA 94305 USA

[29] Meta Res Innovat Ctr Stanford METRICS, Stanford, CA USA

[30] Stanford Univ, Sch Med, Dept Epidemiol & Populat Hlth, Stanford, CA 94305 USA

[31] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA

[32] Brigham & Womens Hosp, Channing Div Network Med, 75 Francis St, Boston, MA 02115 USA

[33] Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02115 USA

[34] Maastricht Univ, Radiol & Nucl Med, Maastricht, Netherlands

[35] Harvard Med Sch, Massachusetts Gen Hosp, Cardiovasc Imaging Res Ctr, Boston, MA 02115 USA

[36] US FDA, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA

[37] Immuneering Corp, Cambridge, MA USA

[38] Univ Oxford, Oxford E Res Ctr, Engn Sci Dept, Oxford, England

[39] SAS Inst Inc, Cary, NC USA

[40] Weill Cornell Med, New York, NY USA

[41] Q2 Solut, Morrisville, NC USA

[42] Hosp Virgen del Rocio, Seville, Spain

[43] Fdn Bruno Kessler, Trento, Italy

来源：

NATURE | 2020年 / 586卷 / 7829期

基金：

英国生物技术与生命科学研究理事会;

关键词：

AI;

D O I：

10.1038/s41586-020-2766-y

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

引用

页码：E14 / U7

页数：7

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