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Federated learning for predicting clinical outcomes in patients with COVID-19.
Dayan, Ittai; Roth, Holger R; Zhong, Aoxiao; Harouni, Ahmed; Gentili, Amilcare; Abidin, Anas Z; Liu, Andrew; Costa, Anthony Beardsworth; Wood, Bradford J; Tsai, Chien-Sung; Wang, Chih-Hung; Hsu, Chun-Nan; Lee, C K; Ruan, Peiying; Xu, Daguang; Wu, Dufan; Huang, Eddie; Kitamura, Felipe Campos; Lacey, Griffin; de Antônio Corradi, Gustavo César; Nino, Gustavo; Shin, Hao-Hsin; Obinata, Hirofumi; Ren, Hui; Crane, Jason C; Tetreault, Jesse; Guan, Jiahui; Garrett, John W; Kaggie, Joshua D; Park, Jung Gil; Dreyer, Keith; Juluru, Krishna; Kersten, Kristopher; Rockenbach, Marcio Aloisio Bezerra Cavalcanti; Linguraru, Marius George; Haider, Masoom A; AbdelMaseeh, Meena; Rieke, Nicola; Damasceno, Pablo F; E Silva, Pedro Mario Cruz; Wang, Pochuan; Xu, Sheng; Kawano, Shuichi; Sriswasdi, Sira; Park, Soo Young; Grist, Thomas M; Buch, Varun; Jantarabenjakul, Watsamon; Wang, Weichung; Tak, Won Young.
Affiliation
  • Dayan I; MGH Radiology and Harvard Medical School, Boston, MA, USA.
  • Roth HR; NVIDIA, Santa Clara, CA, USA.
  • Zhong A; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
  • Harouni A; School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA.
  • Gentili A; NVIDIA, Santa Clara, CA, USA.
  • Abidin AZ; San Diego VA Health Care System, San Diego, CA, USA.
  • Liu A; NVIDIA, Santa Clara, CA, USA.
  • Costa AB; NVIDIA, Santa Clara, CA, USA.
  • Wood BJ; Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
  • Tsai CS; Radiology & Imaging Sciences/Clinical Center, National Institutes of Health, Bethesda, MD, USA.
  • Wang CH; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Hsu CN; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.
  • Lee CK; Department of Otolaryngology-Head and Neck Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.
  • Ruan P; Graduate Institute of Medical Sciences, National Defense Medical Center, Taipei, Taiwan.
  • Xu D; Center for Research in Biological Systems, University of California, San Diego, CA, USA.
  • Wu D; NVIDIA, Santa Clara, CA, USA.
  • Huang E; NVIDIA, Santa Clara, CA, USA.
  • Kitamura FC; NVIDIA, Santa Clara, CA, USA.
  • Lacey G; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
  • de Antônio Corradi GC; NVIDIA, Santa Clara, CA, USA.
  • Nino G; DasaInova, Diagnósticos da América SA, Barueri, Brazil.
  • Shin HH; NVIDIA, Santa Clara, CA, USA.
  • Obinata H; DasaInova, Diagnósticos da América SA, Barueri, Brazil.
  • Ren H; Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA.
  • Crane JC; Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Tetreault J; Self-Defense Forces Central Hospital, Tokyo, Japan.
  • Guan J; Center for Advanced Medical Computing and Analysis, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
  • Garrett JW; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.
  • Kaggie JD; NVIDIA, Santa Clara, CA, USA.
  • Park JG; NVIDIA, Santa Clara, CA, USA.
  • Dreyer K; Departments of Radiology and Medical Physics, The University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA.
  • Juluru K; Department of Radiology, NIHR Cambridge Biomedical Resource Centre, University of Cambridge, Cambridge, UK.
  • Kersten K; Department of Internal Medicine, Yeungnam University College of Medicine, Daegu, South Korea.
  • Rockenbach MABC; MGH Radiology and Harvard Medical School, Boston, MA, USA.
  • Linguraru MG; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA.
  • Haider MA; Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • AbdelMaseeh M; NVIDIA, Santa Clara, CA, USA.
  • Rieke N; Center for Clinical Data Science, Massachusetts General Brigham, Boston, MA, USA.
  • Damasceno PF; Sheikh Zayed Institute for Pediatric Surgical Innovation, Children's National Hospital, Washington, DC, USA.
  • E Silva PMC; Departments of Radiology and Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.
  • Wang P; Joint Dept. of Medical Imaging, Sinai Health System, University of Toronto, Toronto, Ontario, Canada.
  • Xu S; Lunenfeld-Tanenbaum Research Institute, Toronto, Ontario, Canada.
  • Kawano S; Lunenfeld-Tanenbaum Research Institute, Toronto, Ontario, Canada.
  • Sriswasdi S; NVIDIA, Santa Clara, CA, USA.
  • Park SY; Center for Intelligent Imaging, Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.
  • Grist TM; NVIDIA, Santa Clara, CA, USA.
  • Buch V; MeDA Lab Institute of Applied Mathematical Sciences, National Taiwan University, Taipei, Taiwan.
  • Jantarabenjakul W; Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan.
  • Wang W; Radiology & Imaging Sciences/Clinical Center, National Institutes of Health, Bethesda, MD, USA.
  • Tak WY; National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
Nat Med ; 27(10): 1735-1743, 2021 10.
Article in En | MEDLINE | ID: mdl-34526699
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Outcome Assessment, Health Care / Machine Learning / COVID-19 Type of study: Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Nat Med Journal subject: BIOLOGIA MOLECULAR / MEDICINA Year: 2021 Document type: Article Affiliation country: United States Country of publication: United States
Fulltext
Add to My VHL
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Outcome Assessment, Health Care / Machine Learning / COVID-19 Type of study: Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Nat Med Journal subject: BIOLOGIA MOLECULAR / MEDICINA Year: 2021 Document type: Article Affiliation country: United States Country of publication: United States