Applying machine learning and natural language processing to patient safety event reports: Identifying patterns of cardiovascular diagnostic errors

• Azade Tabaie ,

  Roles Conceptualization, Formal analysis, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: Azade.Tabaie@MedStar.net

  Affiliations Center for Biostatistics, Informatics, and Data Science, MedStar Health Research Institute, Washington, District of Columbia, United States of America, Department of Emergency Medicine, Georgetown University Medical Center, Washington, District of Columbia, United States of America

  https://orcid.org/0000-0003-1869-5923

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• Alberta K. Tran,

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

  Affiliations Department of Emergency Medicine, Georgetown University Medical Center, Washington, District of Columbia, United States of America, MedStar Health Research Institute, MedStar Health, Washington, District of Columbia, United States of America, MedStar Health Institute of Quality and Safety, MedStar Health, Columbia, Maryland, United States of America

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• Codrin Parau,

  Roles Data curation, Writing – original draft

  Affiliation National Center for Human Factors in Healthcare, MedStar Health Research Institute, Washington, District of Columbia, United States of America

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• Sonita S. Bennett,

  Roles Data curation

  Affiliation Center for Biostatistics, Informatics, and Data Science, MedStar Health Research Institute, Washington, District of Columbia, United States of America

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• Sadaf Kazi,

  Roles Writing – review & editing

  Affiliations Department of Emergency Medicine, Georgetown University Medical Center, Washington, District of Columbia, United States of America, National Center for Human Factors in Healthcare, MedStar Health Research Institute, Washington, District of Columbia, United States of America

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• Kelly Smith,

  Roles Funding acquisition, Investigation

  Affiliations Institute of Health Policy, Management & Evaluation, University of Toronto, Toronto, Ontario, Canada, Patient-Oriented Research, Michael Garron Hospital, Toronto, Ontario, Canada

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• John Yosaitis,

  Roles Funding acquisition, Investigation

  Affiliations School of Medicine, Georgetown University, Washington, District of Columbia, United States of America, MedStar Simulation Training & Education Lab, MedStar Institute for Innovation, Washington, District of Columbia, United States of America

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• Kristen E. Miller

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliations Department of Emergency Medicine, Georgetown University Medical Center, Washington, District of Columbia, United States of America, National Center for Human Factors in Healthcare, MedStar Health Research Institute, Washington, District of Columbia, United States of America

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