Published on in Vol 9, No 1 (2021): January

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/24207, first published .
Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

Akhil Vaid 1, 2*, MD;  Suraj K Jaladanki 1, 2*, BSc;  Jie Xu 3, PhD;  Shelly Teng 1, 2, BSc;  Arvind Kumar 1, 2, BSc;  Samuel Lee 1, 2, BSc;  Sulaiman Somani 1, 2, BSc;  Ishan Paranjpe 1, 2, BSc;  Jessica K De Freitas 1, 2, 4, BSc;  Tingyi Wanyan 1, 5, 6, BSc;  Kipp W Johnson 1, 2, PhD;  Mesude Bicak 1, 2, 4, PhD;  Eyal Klang 7, MD;  Young Joon Kwon 8, MSc;  Anthony Costa 8, PhD;  Shan Zhao 1, 9, MD, PhD;  Riccardo Miotto 1, 4, PhD;  Alexander W Charney 2, 4, 10, 11, MD, PhD;  Erwin Böttinger 1, 2, 12, MD;  Zahi A Fayad 13, 14, PhD;  Girish N Nadkarni 1, 2, 15, 16, MPH, MD;  Fei Wang 3, PhD;  Benjamin S Glicksberg 1, 2, 4, PhD

1 The Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai , New York, NY, US

2 The Mount Sinai Clinical Intelligence Center , New York, NY, US

3 Department of Population Health Sciences, Weill Cornell Medicine , New York, NY, US

4 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai , New York, NY, US

5 Intelligent System Engineering, Indiana University , Bloomington, IN, US

6 School of Information, University of Texas Austin , Austin, TX, US

7 Institute for Healthcare Delivery Science, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, US

8 Department of Neurological Surgery, Icahn School of Medicine at Mount Sinai , New York, NY, US

9 Department of Anesthesiology, Perioperative and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, US

10 The Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai , New York, NY, US

11 Department of Psychiatry, Icahn School of Medicine at Mount Sinai , New York, NY, US

12 Digital Health Center, Hasso Plattner Institute, University of Potsdam, Potsdam , DE

13 The BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai , New York, NY, US

14 Department of Radiology, Icahn School of Medicine at Mount Sinai , New York, NY, US

15 Department of Medicine, Icahn School of Medicine at Mount Sinai , New York, NY, US

16 The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai , New York, NY, US

*these authors contributed equally

Corresponding Author:

  • Benjamin S Glicksberg, PhD
  • The Hasso Plattner Institute for Digital Health at Mount Sinai
  • Icahn School of Medicine at Mount Sinai
  • 770 Lexington Avenue, 14th Floor
  • New York, NY
  • US
  • Phone: 1 (212) 731-7078
  • Email: benjamin.glicksberg@mssm.edu