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

Journal: PloS one
Published Date:

Abstract

BACKGROUND: Efficient and early triage of hospitalized Covid-19 patients to detect those with higher risk of severe disease is essential for appropriate case management.

Authors

  • Miguel Marcos
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Moncef Belhassen-García
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Antonio Sánchez-Puente
    Department of Cardiology, Hospital Universitario de Salamanca-IBSAL, Universidad de Salamanca, Salamanca, Spain.
  • Jesús Sampedro-Gómez
    Servicio de Cardiología, Hospital Universitario de Salamanca-Instituto de Investigación Biomédica de Salamanca (IBSAL), Universidad de Salamanca, Salamanca, Spain; Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain.
  • Raúl Azibeiro
    Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Pedro-Ignacio Dorado-Díaz
    Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Edgar Marcano-Millán
    Department of Intensive Care Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Carolina Garcia-Vidal
    Infectious Diseases Department, Hospital Clínic-IDIBAPS, University of Barcelona, Barcelona, Spain.. Electronic address: cgarciav@clinic.cat.
  • María-Teresa Moreiro-Barroso
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Noelia Cubino-Bóveda
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • María-Luisa Pérez-García
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Beatriz Rodríguez-Alonso
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Daniel Encinas-Sánchez
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Sonia Peña-Balbuena
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Eduardo Sobejano-Fuertes
    Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Sandra Inés
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Cristina Carbonell
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Miriam López-Parra
    Department of Hematology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Fernanda Andrade-Meira
    Department of Infectious Diseases, Hospital Clínic-Universitat de Barcelona, IDIBAPS, Barcelona, Spain.
  • Amparo López-Bernús
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Catalina Lorenzo
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Adela Carpio
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • David Polo-San-Ricardo
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Miguel-Vicente Sánchez-Hernández
    Department of Anesthesiology and Reanimation, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Rafael Borrás
    Department of Emergency Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Víctor Sagredo-Meneses
    Department of Intensive Care Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Pedro-Luis Sanchez
    Department of Cardiology, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.
  • Alex Soriano
    Infectious Diseases Department, Hospital Clínic-IDIBAPS, University of Barcelona, Barcelona, Spain.
  • José-Ángel Martín-Oterino
    Department of Internal Medicine, University Hospital of Salamanca-IBSAL, University of Salamanca, Salamanca, Spain.