Using deep-learning in fetal ultrasound analysis for diagnosis of cystic hygroma in the first trimester

• Mark C. Walker ,

  Roles Conceptualization, Funding acquisition, Investigation, Resources, Supervision, Writing – review & editing

  * E-mail: mwalker@toh.ca

  Affiliations Department of Obstetrics and Gynecology, University of Ottawa, Ottawa, Canada, Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada, International and Global Health Office, University of Ottawa, Ottawa, Canada, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Canada, Department of Obstetrics, Gynecology & Newborn Care, The Ottawa Hospital, Ottawa, Canada, BORN Ontario, Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada

  https://orcid.org/0000-0001-8974-4548

  ⨯
• Inbal Willner,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliations Department of Obstetrics and Gynecology, University of Ottawa, Ottawa, Canada, Department of Obstetrics, Gynecology & Newborn Care, The Ottawa Hospital, Ottawa, Canada

  ⨯
• Olivier X. Miguel,

  Roles Conceptualization, Data curation, Formal analysis, Writing – original draft, Writing – review & editing

  Affiliation Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada

  ⨯
• Malia S. Q. Murphy,

  Roles Writing – original draft, Writing – review & editing

  Affiliation Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada

  ⨯
• Darine El-Chaâr,

  Roles Investigation, Supervision, Writing – review & editing

  Affiliations Department of Obstetrics and Gynecology, University of Ottawa, Ottawa, Canada, Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Canada, Department of Obstetrics, Gynecology & Newborn Care, The Ottawa Hospital, Ottawa, Canada

  ⨯
• Felipe Moretti,

  Roles Investigation, Supervision, Writing – review & editing

  Affiliations Department of Obstetrics and Gynecology, University of Ottawa, Ottawa, Canada, Department of Obstetrics, Gynecology & Newborn Care, The Ottawa Hospital, Ottawa, Canada

  ⨯
• Alysha L. J. Dingwall Harvey,

  Roles Project administration, Supervision, Writing – review & editing

  Affiliation Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada

  ⨯
• Ruth Rennicks White,

  Roles Project administration, Supervision, Writing – review & editing

  Affiliations Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada, Department of Obstetrics, Gynecology & Newborn Care, The Ottawa Hospital, Ottawa, Canada

  https://orcid.org/0000-0002-1883-9977

  ⨯
• Katherine A. Muldoon,

  Roles Methodology, Writing – original draft, Writing – review & editing

  Affiliations Department of Obstetrics and Gynecology, University of Ottawa, Ottawa, Canada, Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada

  https://orcid.org/0000-0002-0766-4294

  ⨯
• André M. Carrington,

  Roles Investigation, Methodology, Supervision, Writing – review & editing

  Affiliations Department of Systems Design Engineering, University of Waterloo, Waterloo, Canada, Department of Radiology and Medical Imaging, University of Ottawa, Ottawa, Canada

  https://orcid.org/0000-0002-0062-5567

  ⨯
• Steven Hawken,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Writing – review & editing

  Affiliations Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Canada, School of Epidemiology and Public Health, University of Ottawa, Ottawa, Canada

  ⨯
• Richard I. Aviv

  Roles Investigation, Writing – review & editing

  Affiliations Department of Radiology and Medical Imaging, University of Ottawa, Ottawa, Canada, Department of Radiology and Medical Imaging, The Ottawa Hospital, Ottawa, Canada, Neuroscience Program, Ottawa Hospital Research Institute, Ottawa, Canada

  ⨯