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Deep Neural Network Accurately Predicts Prognosis of Ulcerative Colitis Using Endoscopic Images
Authors:Kento Takenaka  Kazuo Ohtsuka  Toshimitsu Fujii  Shiori Oshima  Ryuichi Okamoto  Mamoru Watanabe
Affiliation:1. Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan;2. Endoscopic Unit, Tokyo Medical and Dental University Hospital, Tokyo, Japan;3. Medical Imaging Development Department, Medical Business Group, Sony Imaging Products & Solutions Inc, Kanagawa, Japan;4. TMDU Advanced Research Institute, Tokyo Medical and Dental University, Tokyo, Japan;1. Department of Diagnostic Imaging, Sheba Medical Center, Tel Hashomer, Israel;2. Sackler Medical School, Tel Aviv University, Tel Aviv, Israel;3. DeepVision Lab, Sheba Medical Center, Tel Hashomer, Israel;4. Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel;1. Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan;3. Endoscopic Unit, Tokyo Medical and Dental University Hospital, Tokyo, Japan;1. University of British Columbia, Department of Medicine, Vancouver, British Columbia, Canada;2. Indiana University, School of Medicine, Indianapolis, Indiana;3. University of California–San Francisco, University San Francisco Veterans Affairs Medical Center, Division of Gastroenterology, San Francisco, California;4. University of Kansas, Division of Gastroenterology, Kansas City, Kansas;5. Imagia and AI4GI joint venture, Montreal, Quebec, Canada;6. Satisfai Health and AI4GI joint venture, Vancouver, British Columbia, Canada;1. Department of Surgical Oncology, The University of Tokyo, Tokyo, Japan;2. Department of Pathology, The University of Tokyo, Tokyo, Japan;1. Digestive Disease Center, Showa University, Northern Yokohama Hospital, Yokohama, Japan;2. Digestive Disease Center, Showa University, Koto-Toyosu Hospital, Tokyo, Japan;3. Information & Communications Headquarters, Nagoya University, Nagoya, Japan
Abstract:
Keywords:Mucosal Healing  Artificial Intelligence  IBD  Diagnostic  Prognostic  AI"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0040"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  artificial intelligence  CI"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0050"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  confidence interval  DNUC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0060"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  deep neural network system based on endoscopic images of ulcerative colitis  HR"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0070"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  hazard ratio  IBD"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0080"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  inflammatory bowel disease  UC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0090"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  ulcerative colitis
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