Assessment of a Deep Learning Model Based on Electronic Health Record Data to Forecast Clinical Outcomes in Patients With Rheumatoid Arthritis.

Journal: JAMA network open
Published Date: Mar 1, 2019

Abstract

IMPORTANCE: Knowing the future condition of a patient would enable a physician to customize current therapeutic options to prevent disease worsening, but predicting that future condition requires sophisticated modeling and information. If artificial intelligence models were capable of forecasting future patient outcomes, they could be used to aid practitioners and patients in prognosticating outcomes or simulating potential outcomes under different treatment scenarios.

Authors

  • Beau Norgeot
    Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA.
  • Benjamin S Glicksberg
    The Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, 770 Lexington Ave, 15th Fl, New York, NY, 10065, USA.
  • Laura Trupin
    Division of Rheumatology, Department of Medicine, University of California, San Francisco.
  • Dmytro Lituiev
    From the Department of Radiology and Biomedical Imaging (Y.D., J.H.S., H.T., R.H., N.W.J., T.P.C., M.S.A., C.M.A., S.C.B., R.R.F., S.Y.H., Y.S., R.A.H., M.H.P., B.L.F.) and Institute for Computational Health Sciences (J.H.S., M.G.K., H.T., D.L., K.A.Z., D.H.), University of California, San Francisco, 550 Parnassus Ave, San Francisco, CA 94143; Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, Berkeley, Calif (Y.D.); and Department of Radiology, University of California, Davis, Sacramento, Calif (L.N.).
  • Milena Gianfrancesco
    Division of Rheumatology, Department of Medicine, University of California, San Francisco.
  • Boris Oskotsky
    Bakar Computational Health Sciences Institute, University of California, San Francisco.
  • Gabriela Schmajuk
    Division of Rheumatology, Department of Medicine, University of California, San Francisco.
  • Jinoos Yazdany
    Division of Rheumatology, Department of Medicine, University of California, San Francisco.
  • Atul J Butte
    Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA.

Keywords

External Resources

Popular Topics
Recent Journals