Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia-Challenges, strengths, and opportunities in a global health emergency.

Journal: PloS one
PMID:

Abstract

AIMS: The aim of this study was to estimate a 48 hour prediction of moderate to severe respiratory failure, requiring mechanical ventilation, in hospitalized patients with COVID-19 pneumonia.

Authors

  • Davide Ferrari
    Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.
  • Jovana Milic
    Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.
  • Roberto Tonelli
    Department of Mathematics and Computer Science, University of Cagliari, Cagliari, Italy.
  • Francesco Ghinelli
    Department of Physical, Computer and Mathematical Sciences, University of Modena and Reggio Emilia, Modena, Italy.
  • Marianna Meschiari
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Sara Volpi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Matteo Faltoni
    Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Giacomo Franceschi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Vittorio Iadisernia
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Dina Yaacoub
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Giacomo Ciusa
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Erica Bacca
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Carlotta Rogati
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Marco Tutone
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Giulia Burastero
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Alessandro Raimondi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Marianna Menozzi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Erica Franceschini
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Gianluca Cuomo
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Luca Corradi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Gabriella Orlando
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Antonella Santoro
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Margherita Digaetano
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Cinzia Puzzolante
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Federica Carli
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Vanni Borghi
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Andrea Bedini
    Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Riccardo Fantini
    Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Luca Tabbì
    Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Ivana Castaniere
    Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy.
  • Stefano Busani
    Department of Anesthesia and Intensive Care Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Enrico Clini
    Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy.
  • Massimo Girardis
    Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.
  • Mario Sarti
    Clinical Microbiology, Ospedale Civile di Baggiovara, Modena, Italy.
  • Andrea Cossarizza
    Department of Medical and Surgical Sciences for Children and Adults, University of Modena and Reggio Emilia, Modena, Italy.
  • Cristina Mussini
    Infectious Diseases Unit, Department of Surgical, Medical, Dental and Morphological Sciences, Azienda Ospedaliera-Universitaria of Modena, University of Modena and Reggio Emilia, Modena, Italy.
  • Federica Mandreoli
    Department of Physical, Computer and Mathematical Sciences, University of Modena and Reggio Emilia, Modena, Italy.
  • Paolo Missier
    School of Computing, Newcastle University, Newcastle upon Tyne, United kingdom.
  • Giovanni Guaraldi
    Infectious Diseases Unit, Hospital Policlinico Modena, Department of Surgical and Medical Sciences, University of Modena and Reggio Emilia, Modena, Italy.