Creating a standardized tool for the evaluation and comparison of artificial intelligence-based computer-aided detection programs in colonoscopy: a modified Delphi approach.

Journal: Gastrointestinal endoscopy
Published Date:

Abstract

BACKGROUND AND AIMS: Multiple computer-aided detection (CADe) software programs have now achieved regulatory approval in the United States, Europe, and Asia and are being used in routine clinical practice to support colorectal cancer screening. There is uncertainty regarding how different CADe algorithms may perform. No objective methodology exists for comparing different algorithms. We aimed to identify priority scoring metrics for CADe evaluation and comparison.

Authors

  • Sanjay R V Gadi
    Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA. Electronic address: sanjay.gadi@duke.edu.
  • Yuichi Mori
    Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, and Department of Transplantation Medicine Oslo University Hospital, Oslo, Norway; Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan. Electronic address: ibusiginjp@gmail.com.
  • Masashi Misawa
    Digestive Disease Center, Showa University Northern Yokohama Hospital, Tsuzuki-ku, Yokohama, 224-8503, Japan.
  • James E East
    Translational Gastroenterology Unit, Nuffield Department of Medicine, Experimental Medicine Div., John Radcliffe Hospital, University of Oxford, Oxford, UK.
  • Cesare Hassan
    Gastroenterology Unit, Nuovo Regina Margherita Hospital, Rome, Italy.
  • Alessandro Repici
    Digestive Endoscopy Unit, Division of Gastroenterology, Humanitas Clinical and Research Center IRCCS, Rozzano, 20089, Italy; Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, MI, Italy.
  • Michael F Byrne
    Division of Gastroenterology, Vancouver General Hospital, Vancouver, British Columbia, Canada.
  • Daniel von Renteln
    Montreal University Hospital Research Center, Montreal, Quebec, Canada; Division of Gastroenterology, Montreal University Hospital Center, Montreal, Quebec, Canada. Electronic address: danielrenteln@gmail.com.
  • David G Hewett
    School of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
  • Pu Wang
    Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, China.
  • Yutaka Saito
    National Cancer Center Hospital, Tokyo, Japan (Y.S.).
  • Carolina Ogawa Matsubayashi
    Endoscopy Unit, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, University of São Paulo, São Paulo, Brasil; AI Medical Service Inc., Tokyo, Japan. Electronic address: carolina.matsubayashi@ai-ms.com.
  • Omer F Ahmad
    Department of Gastroenterology, University College London Hospitals NHS Foundation Trust, 250 Euston Road, London, NW1 2BU, United Kingdom; Wellcome/EPSRC Centre for Interventional and Surgical Sciences (WEISS), University College London, Charles Bell House, 43-45 Foley Street, London, W1W 7TS, United Kingdom. Electronic address: ofahmad123@gmail.com.
  • Prateek Sharma
    Department of Gastroenterology and Hepatology, Kansas City VA Medical Center, Kansas City, Kansas, USA.
  • Seth A Gross
    Division of Gastroenterology and Hepatology, NYU Langone Health, New York, New York, USA.
  • Neil Sengupta
    Section of Gastroenterology, Hepatology, and Nutrition, University of Chicago Medical Center, 5841 S Maryland Avenue, MC 4076, Chicago, IL, 60637, USA. nsengupta@medicine.bsd.uchicago.edu.
  • Nabil Mansour
    Section of Gastroenterology and Hepatology, Baylor College of Medicine, Houston, Texas, USA.
  • Andrea Cherubini
  • Nhan Ngo Dinh
  • Xiao Xiao
    George Washington University.
  • Peter Mountney
    Siemens Healthineers, Medical Imaging Technologies, Princeton, NJ, USA.
  • Juana González-Bueno Puyal
    Odin Vision, London, United Kingdom; Olympus Corporation, Tokyo, Japan.
  • Greg Little
    Olympus Corporation, Tokyo, Japan.
  • Shawn LaRocco
    Olympus Corporation, Tokyo, Japan.
  • Sailesh Conjeti
    Chair for Computer Aided Medical Procedures, Fakultät für Informatik, Technische Universität München, Germany. Electronic address: sailesh.conjeti@tum.de.
  • Hannes Seibt
    Pentax Medical Europe, Hamburg, Germany.
  • Dror Zur
    Magentiq Eye, Haifa, Israel.
  • Hitoshi Shimada
    FUJIFILM Healthcare Americas Corporation, Lexington, Massachusetts, USA.
  • Tyler M Berzin
    Beth Israel Deaconess Medical Center and Harvard Medical School, Center for Advanced Endoscopy, Boston , MA, USA.
  • Jeremy R Glissen Brown
    Beth Israel Deaconess Medical Center and Harvard Medical School, Center for Advanced Endoscopy, Boston , MA, USA.