Development of a severity of disease score and classification model by machine learning for hospitalized COVID-19 patients

• Miguel Marcos ,

  Contributed equally to this work with: Miguel Marcos, Moncef Belhassen-García

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

  * E-mail: mmarcos@usal.es

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  https://orcid.org/0000-0003-1269-4487

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• Moncef Belhassen-García ,

  Contributed equally to this work with: Miguel Marcos, Moncef Belhassen-García

  Roles Conceptualization, Data curation, Writing – original draft, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

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• Antonio Sánchez-Puente,

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

  Affiliations Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain, CIBERCV, Instituto de Salud Carlos III, Madrid, Spain

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• Jesús Sampedro-Gomez,

  Roles Conceptualization, Data curation, Investigation, Methodology, Software, Validation, Writing – review & editing

  Affiliations Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain, CIBERCV, Instituto de Salud Carlos III, Madrid, Spain

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• Raúl Azibeiro,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

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• Pedro-Ignacio Dorado-Díaz,

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

  Affiliations Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain, CIBERCV, Instituto de Salud Carlos III, Madrid, Spain

  https://orcid.org/0000-0002-8344-6328

  ⨯
• Edgar Marcano-Millán,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Intensive Care Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

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• Carolina García-Vidal,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Infectious Diseases, Hospital Clínic-Universitat de Barcelona, IDIBAPS, Barcelona, Spain

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• María-Teresa Moreiro-Barroso,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Noelia Cubino-Bóveda,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

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• María-Luisa Pérez-García,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Beatriz Rodríguez-Alonso,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Daniel Encinas-Sánchez,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Sonia Peña-Balbuena,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Eduardo Sobejano-Fuertes,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Sandra Inés,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Cristina Carbonell,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Miriam López-Parra,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Fernanda Andrade-Meira,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Infectious Diseases, Hospital Clínic-Universitat de Barcelona, IDIBAPS, Barcelona, Spain

  ⨯
• Amparo López-Bernús,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Catalina Lorenzo,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Adela Carpio,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• David Polo-San-Ricardo,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Miguel-Vicente Sánchez-Hernández,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Anesthesiology and Reanimation, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Rafael Borrás,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Emergency Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

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• Víctor Sagredo-Meneses,

  Roles Data curation, Investigation, Writing – review & editing

  Affiliation Department of Intensive Care Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  ⨯
• Pedro-Luis Sanchez,

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

  Affiliations Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain, CIBERCV, Instituto de Salud Carlos III, Madrid, Spain

  ⨯
• Alex Soriano ,

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

  ¶‡ These authors also contributed equally to this work.

  Affiliation Department of Infectious Diseases, Hospital Clínic-Universitat de Barcelona, IDIBAPS, Barcelona, Spain

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•  [ ... ],
• José-Ángel Martín-Oterino

  Roles Conceptualization, Funding acquisition, Investigation, Supervision, Writing – review & editing

  ¶‡ These authors also contributed equally to this work.

  Affiliation Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain

  https://orcid.org/0000-0002-5598-5180

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