Development and testing of a deep learning algorithm to detect lung consolidation among children with pneumonia using hand-held ultrasound

• David Kessler ,

  Roles Investigation, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: dk2592@cumc.columbia.edu

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Meihua Zhu,

  Roles Data curation, Methodology, Writing – review & editing

  Affiliation Oregon Health & Science University, Portland, Oregon, United States of America

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• Cynthia R. Gregory,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliation Oregon Health & Science University, Portland, Oregon, United States of America

  ⨯
• Courosh Mehanian,

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

  Affiliations Oregon Health & Science University, Portland, Oregon, United States of America, University of Oregon, Eugene, OR, United States of America, Global Health Labs Inc, Bellevue, WA, United States of America

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• Jailyn Avila,

  Roles Data curation, Writing – review & editing

  Affiliation University of Kentucky, Lexington, KY, United States of America

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• Nick Avitable,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Di Coneybeare,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Devjani Das,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Almaz Dessie,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

  ⨯
• Thomas M. Kennedy,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

  ⨯
• Joni Rabiner,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Laurie Malia,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Lorraine Ng,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Megan Nye,

  Roles Data curation, Project administration, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

  ⨯
• Marc Vindas,

  Roles Conceptualization, Project administration, Writing – review & editing

  Affiliation Department of Emergency Medicine, Columbia University Vagelos College of Physicians & Surgeons, New York Presbyterian Morgan Stanley Children’s Hospital, NY, NY, United States of America

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• Peter Weimersheimer,

  Roles Data curation, Writing – review & editing

  Affiliation University of Vermont Larner College of Medicine, Burlington, VT, United States of America

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• Sourabh Kulhare,

  Roles Formal analysis, Methodology

  Affiliation Global Health Labs Inc, Bellevue, WA, United States of America

  ⨯
• Rachel Millin,

  Roles Formal analysis

  Affiliation Global Health Labs Inc, Bellevue, WA, United States of America

  ⨯
• Kenton Gregory,

  Roles Data curation, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  Affiliation Oregon Health & Science University, Portland, Oregon, United States of America

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• Xinliang Zheng,

  Roles Formal analysis, Methodology

  Affiliation Global Health Labs Inc, Bellevue, WA, United States of America

  ⨯
• Matthew P. Horning,

  Roles Methodology

  Affiliation Global Health Labs Inc, Bellevue, WA, United States of America

  https://orcid.org/0000-0002-1736-7090

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• Mike Stone,

  Roles Methodology

  Affiliation Legacy Emanuel Medical Center, Portland, OR, United States of America

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• Fen Wang,

  Roles Methodology

  Affiliations Oregon Health & Science University, Portland, Oregon, United States of America, Fudan University, Shanghai, China

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•  [ ... ],
• Christina Lancioni

  Roles Investigation, Supervision, Writing – review & editing

  Affiliation Oregon Health & Science University, Portland, Oregon, United States of America

  https://orcid.org/0000-0002-0821-1211

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