Artificial intelligence-based pulmonary embolism classification: Development and validation using real-world data

• Luan Oliveira da Silva ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

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

  * E-mail: luan.os@einstein.br (LOS); wesley.pacheco@ufg.br (WPC)

  Affiliations Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil, Institute of Informatics (INF), Federal University of Goias, Goiania, Brazil

  https://orcid.org/0000-0002-1436-6391

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• Maria Carolina Bueno da Silva ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Conceptualization, Data curation, Validation

  Affiliation Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil

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• Guilherme Alberto Sousa Ribeiro ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

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

  Affiliation Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil

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• Thiago Fellipe Ortiz de Camargo ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Data curation, Formal analysis, Methodology, Visualization

  Affiliations Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil, Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil

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• Paulo Victor dos Santos ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Data curation, Formal analysis, Methodology, Software, Visualization

  Affiliations Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil, Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil

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• Giovanna de Souza Mendes ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Conceptualization, Investigation, Project administration

  Affiliation Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil

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• Joselisa Peres Queiroz de Paiva ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Conceptualization, Data curation, Formal analysis, Investigation

  Affiliation Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil

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• Anderson da Silva Soares ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Resources, Writing – original draft

  Affiliation Institute of Informatics (INF), Federal University of Goias, Goiania, Brazil

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• Márcio Rodrigues da Cunha Reis ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

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

  Affiliations Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil, Technology Research and Development Center (GCITE), Federal Institute of Goias, Goias, Brazil

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• Rafael Maffei Loureiro ,

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

  Roles Conceptualization, Data curation, Methodology, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Radiology, Hospital Israelita Albert Einstein, Sao Paulo, Brazil

  https://orcid.org/0000-0002-1635-2225

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• Wesley Pacheco Calixto

  Contributed equally to this work with: Luan Oliveira da Silva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Thiago Fellipe Ortiz de Camargo, Paulo Victor dos Santos, Giovanna de Souza Mendes, Joselisa Peres Queiroz de Paiva, Anderson da Silva Soares, Márcio Rodrigues da Cunha Reis, Rafael Maffei Loureiro, Wesley Pacheco Calixto

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

  * E-mail: luan.os@einstein.br (LOS); wesley.pacheco@ufg.br (WPC)

  Affiliations Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil, Technology Research and Development Center (GCITE), Federal Institute of Goias, Goias, Brazil

  https://orcid.org/0000-0002-1928-4432

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