Performance of a Deep Learning Model vs Human Reviewers in Grading Endoscopic Disease Severity of Patients With Ulcerative Colitis

Author:

Stidham Ryan W.12,Liu Wenshuo1,Bishu Shrinivas2,Rice Michael D.2,Higgins Peter D. R.2,Zhu Ji13,Nallamothu Brahmajee K.1456,Waljee Akbar K.1256

Affiliation:

1. Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor

2. Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor

3. Department of Statistics, University of Michigan, Ann Arbor

4. Division of Cardiology, Department of Internal Medicine, University of Michigan, Ann Arbor

5. Veterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan

6. Department of Internal Medicine, Veteran Affairs Ann Arbor Health Care System, Ann Arbor, Michigan

Publisher

American Medical Association (AMA)

Subject

General Medicine

Reference25 articles.

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2. Clinical implications of mucosal healing for the management of IBD.;Pineton de Chambrun;Nat Rev Gastroenterol Hepatol,2010

3. Early mucosal healing with infliximab is associated with improved long-term clinical outcomes in ulcerative colitis.;Colombel;Gastroenterology,2011

4. Coated oral 5-aminosalicylic acid therapy for mildly to moderately active ulcerative colitis. a randomized study.;Schroeder;N Engl J Med,1987

5. Endoscopic scoring indices for evaluation of disease activity in ulcerative colitis.;Mohammed Vashist;Cochrane Database Syst Rev,2018

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