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Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy
Authors:Rory Sayres  Ankur Taly  Ehsan Rahimy  Katy Blumer  David Coz  Naama Hammel  Jonathan Krause  Arunachalam Narayanaswamy  Zahra Rastegar  Derek Wu  Shawn Xu  Scott Barb  Anthony Joseph  Michael Shumski  Jesse Smith  Arjun B. Sood  Greg S. Corrado  Lily Peng  Dale R. Webster
Affiliation:1. Google Research, Google, LLC, Mountain View, California;2. Department of Ophthalmology, Palo Alto Medical Foundation, Palo Alto, California;3. Verily Life Sciences, South San Francisco, California;4. Department of Ophthalmology, Emory University, Atlanta, Georgia;5. Ophthalmic Consultants of Boston, Boston, Massachusetts;6. Magruder Laser Vision, Orlando, Florida;7. Denver Health Medical Center, Denver, Colorado;8. Department of Ophthalmology, University of Colorado School of Medicine, Aurora, Colorado;9. Department of Ophthalmology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts
Abstract:
Keywords:CI  confidence interval  DR  diabetic retinopathy  NPDR  nonproliferative diabetic retinopathy  PDR  proliferative diabetic retinopathy
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