A Crowdsourcing Approach to Develop Machine Learning Models to Quantify Radiographic Joint Damage in Rheumatoid Arthritis

Author:

Sun Dongmei12,Nguyen Thanh M.1,Allaway Robert J.3,Wang Jelai1,Chung Verena3,Yu Thomas V.3,Mason Michael3,Dimitrovsky Isaac4,Ericson Lars5,Li Hongyang6,Guan Yuanfang6,Israel Ariel78,Olar Alex9,Pataki Balint Armin9,Stolovitzky Gustavo1011,Guinney Justin3,Gulko Percio S.12,Frazier Mason B.1,Chen Jake Y.1,Costello James C.13,Bridges S. Louis1214,Wojna Zbigniew15,Krason Anna15,Tan YanMing15,Quek RaphaelHaoChong15,Chaturvedi Neelambuj15,Stadler Michael15,Shi Chenfu15,Vaithinathan Krishnakumar15,Benadit Julian15,Tran Duc15,Nguyen Tin15,Biehl Alexander15,Mahmoudian Mehrad15,Pietilä Sami15,Suomi Tomi15,Venäläinen Mikko S15,Elo Laura L15,Xue Chenguang15,Shreemali Akshat15,Chilukuri Srinivas15,Nguyen-Ba Khanh-Tung15,Ryu Jay Ji-Hyung15,Bai Rui15,Wu Yilin15,Wu Yingnan15,He Xiaofu15,

Affiliation:

1. University of Alabama at Birmingham, Birmingham

2. Division of Rheumatology, Department of Medicine, Hospital for Special Surgery, New York, New York

3. Sage Bionetworks, Seattle, Washington

4. WRQ Research, New York, New York

5. Catskills Research, Davidson, North Carolina

6. Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor

7. Leumit Health Services, Tel-Aviv, Israel

8. Medical Solutions for Digital Medicine, Jerusalem, Israel

9. Department of Complex Systems in Physics, Eötvös Loránd University, Budapest, Hungary

10. T. J. Watson Research Center, IBM, Yorktown Heights, New York

11. Now with Sema4, Stamford, Connecticut

12. Division of Rheumatology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York

13. Department of Pharmacology, University of Colorado Anschutz Medical Campus, Aurora

14. Division of Rheumatology, Weill Cornell Medical College, New York, New York

15. for the RA2-DREAM Challenge Community

Publisher

American Medical Association (AMA)

Subject

General Medicine

Reference35 articles.

1. The global burden of rheumatoid arthritis: estimates from the Global Burden of Disease 2010 study.;Cross;Ann Rheum Dis,2014

2. Rheumatoid arthritis.;Nat Rev Dis Primers,2018

3. Radiographic progression on radiographs of hands and feet during the first 3 years of rheumatoid arthritis measured according to Sharp’s method (van der Heijde modification).;van der Heijde;J Rheumatol,1995

4. Squeeze-and-excitation networks.;Hu;IEEE Trans Pattern Anal Mach Intell,2020

5. GOP0059?AUTOSCORA: deep learning to automate scoring of radiographic progression in rheumatoid arthritis.;Deimel;Ann Rheum Dis,2020

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