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Fully automated endoscopic disease activity assessment in ulcerative colitis
Authors:Heming Yao  Kayvan Najarian  Jonathan Gryak  Shrinivas Bishu  Michael D. Rice  Akbar K. Waljee  H. Jeffrey Wilkins  Ryan W. Stidham
Affiliation:1. Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA;2. Department of Emergency Medicine, University of Michigan, Ann Arbor, Michigan, USA;3. Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan, USA;4. Michigan Center for Integrative Research in Critical Care (MCIRCC), University of Michigan, Ann Arbor, Michigan, USA;5. Michigan Institute for Data Science (MIDAS), University of Michigan, Ann Arbor, Michigan, USA;6. Michigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA;7. Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA;8. Division of Gastroenterology and Hepatology, Department of Internal Medicine, Veteran Affairs Ann Arbor Health Care System, Ann Arbor, Michigan, USA;9. Veterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA;10. Lycera Corporation, Plymouth Meeting, Pennsylvania, USA;1. Department of Gastroenterology, New Tokyo Hospital, Chiba, Japan;2. Department of Endoscopy, Shimane Prefectural Central Hospital, Izumo, Japan;3. Department of Gastroenterology, Matsue Red Cross Hospital, Matsue, Japan;4. Department of Gastroenterology, Shimane Prefectural Central Hospital, Izumo, Japan;5. Department of Endoscopy, New Tokyo Hospital, Chiba, Japan;1. Department of Medicine, Division of Gastroenterology and Hepatology, University of Rochester Medical Center, Rochester, New York, USA;2. Department of Medicine, Division of Gastroenterology, Geisinger Health System, Danville, Pennsylvania, USA;3. Department of Medicine, Division of Gastroenterology and Hepatology, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania, USA;4. Department of Internal Medicine, Rochester Regional Health, Rochester, New York, USA;5. Department of Medicine, Franciscan St James Hospital, Olympia Fields, Illinois, USA;6. Department of Medicine, Division of Gastroenterology, Silver Cross Medical Center, Oak Brook, Illinois, USA;1. Department of Gastroenterology and Hepatology, Westmead Hospital, Westmead, New South Wales, Australia;2. University of Sydney, Sydney, New South Wales, Australia;3. Blacktown Clinical School, Western Sydney University, Blacktown, New South Wales, Australia;1. Department of Gastroenterology, Omori Red Cross Hospital, Tokyo, Japan;2. Department of Gastroenterology, NTT Medical Center Tokyo, Tokyo, Japan;3. Department of Gastroenterology and Hepatology, Yokohama City University School of Medicine, Yokohama, Japan;1. University College London Hospitals, London, United Kingdom;2. School of Biomedical Engineering & Imaging Sciences, Kings College London, London, United Kingdom;3. National Taiwan University Hospital, Taipei, Taiwan;4. E-Da Hospital/I-Shou University, Kaohsiung, Taiwan;5. Far Eastern Memorial Hospital, New Taipei City, Taiwan;6. Chimei Medical Center, Tainan, Taiwan;7. Department of Internal Medicine, E-Da Hospital/ I-Shou University, Kaohsiung, Taiwan;8. Department of Interventional Image Computing, Kings College London, London, United Kingdom;9. School of Biomedical Engineering & Imaging Sciences, Kings College London, London, United Kingdom;10. Department of Gastroenterology, Yaroslavl Oncology Hospital, Yaroslavl, Russian Federation;11. Department of Gastroenterology, UZ Leuven, Leuven, Belgium;12. Department of Gastroenterology, Krankenhaus Barmherzige Bruder, Regensburg, Germany;13. Department of Gastroenterology, University College London Hospitals, London, United Kingdom;14. Department of Internal Medicine, E-Da Hospital/ I-Shou University, Kaohsiung, Taiwan; School of Medicine, College of Medicine, I-Shou University, Kaohsiung, Taiwan
Abstract:
Keywords:AI"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0015"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  artificial intelligence  AUC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0025"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  area under the curve  CI"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0035"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  confidence interval  CNN"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0045"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  convolutional neural network  FPS"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0055"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  frame per second  IBD"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0065"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  inflammatory bowel disease  MES"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0075"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Mayo endoscopic score  UC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0085"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  ulcerative colitis
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