Predicting suicide attempt or suicide death following a visit to psychiatric specialty care: A machine learning study using Swedish national registry data

• Qi Chen ,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: qi.chen@ki.se

  Affiliation Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden

  https://orcid.org/0000-0002-4602-4388

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• Yanli Zhang-James,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, New York, United States of America

  https://orcid.org/0000-0002-2104-0963

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• Eric J. Barnett,

  Roles Methodology, Writing – review & editing

  Affiliations Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, New York, United States of America, College of Medicine, MD Program, SUNY Upstate Medical University, Syracuse, New York, United States of America

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• Paul Lichtenstein,

  Roles Supervision, Writing – review & editing

  Affiliation Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden

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• Jussi Jokinen,

  Roles Writing – review & editing

  Affiliations Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden, Department of Clinical Sciences/Psychiatry, Umeå University, Umeå, Sweden

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• Brian M. D’Onofrio,

  Roles Writing – review & editing

  Affiliations Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden, Department of Psychological and Brain Sciences, Indiana University, Bloomington, Indiana, United States of America

  https://orcid.org/0000-0002-5248-7434

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• Stephen V. Faraone,

  Roles Methodology, Supervision, Writing – review & editing

  Affiliations Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, New York, United States of America, Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, New York, United States of America

  https://orcid.org/0000-0002-9217-3982

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• Henrik Larsson,

  Roles Resources, Supervision, Writing – review & editing

  Affiliations Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden, School of Medical Sciences, Örebro University, Örebro, Sweden

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• Seena Fazel

  Roles Funding acquisition, Methodology, Supervision, Writing – review & editing

  Affiliation Department of Psychiatry, Warneford Hospital, University of Oxford, Oxford, United Kingdom

  https://orcid.org/0000-0002-5383-5365

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