Machine learning-based risk prediction for major adverse cardiovascular events in a Brazilian hospital: Development, external validation, and interpretability

• Gilson Yuuji Shimizu ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: gilsonshimizu@yahoo.com.br

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

  https://orcid.org/0000-0003-3711-5592

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• Michael Schrempf,

  Roles Conceptualization, Methodology, Software, Writing – review & editing

  Affiliations Predicting Health GmbH, Graz, Austria, Division of Cardiology, Medical University of Graz, Graz, Austria

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• Elen Almeida Romão,

  Roles Conceptualization, Writing – review & editing

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• Stefanie Jauk,

  Roles Conceptualization, Writing – review & editing

  Affiliations Steiermärkische Krankenanstaltengesellschaft m. b. H., Graz, Austria, Predicting Health GmbH, Graz, Austria

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• Diether Kramer,

  Roles Conceptualization, Writing – review & editing

  Affiliations Steiermärkische Krankenanstaltengesellschaft m. b. H., Graz, Austria, Predicting Health GmbH, Graz, Austria

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• Peter P. Rainer,

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  Affiliation Medical University of Graz, Graz, Austria

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• José Abrão Cardeal da Costa,

  Roles Conceptualization

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• João Mazzoncini de Azevedo-Marques,

  Roles Conceptualization

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• Sandro Scarpelini,

  Roles Conceptualization

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• Katia Mitiko Firmino Suzuki,

  Roles Data curation

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• Hilton Vicente César,

  Roles Data curation

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

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• Paulo Mazzoncini de Azevedo-Marques

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

  Affiliation Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil

  https://orcid.org/0000-0002-7271-2774

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