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Open Access
Peer-reviewed
Research Article
Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia—Challenges, strengths, and opportunities in a global health emergency
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Davide Ferrari,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliations Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy, Department of Physical, Computer and Mathematical Sciences, University of Modena and Reggio Emilia, Modena, Italy
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Jovana Milic,
Roles Conceptualization, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing
Affiliations Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy, Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy
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Roberto Tonelli,
Roles Conceptualization, Data curation, Investigation, Writing – original draft
Affiliations Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy, Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Francesco Ghinelli,
Roles Formal analysis, Investigation, Methodology, Software
Affiliation Department of Physical, Computer and Mathematical Sciences, University of Modena and Reggio Emilia, Modena, Italy
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Marianna Meschiari,
Roles Investigation, Writing – original draft
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Sara Volpi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Matteo Faltoni,
Roles Data curation, Investigation
Affiliation Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Giacomo Franceschi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Vittorio Iadisernia,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Dina Yaacoub,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Giacomo Ciusa,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Erica Bacca,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Carlotta Rogati,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Marco Tutone,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Giulia Burastero,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Alessandro Raimondi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Marianna Menozzi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Erica Franceschini,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Gianluca Cuomo,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Luca Corradi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Gabriella Orlando,
Roles Conceptualization, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Antonella Santoro,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Margherita Digaetano,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Cinzia Puzzolante,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Federica Carli,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Vanni Borghi,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Andrea Bedini,
Roles Data curation, Investigation
Affiliation Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Riccardo Fantini,
Roles Data curation, Investigation
Affiliation Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Luca Tabbì,
Roles Data curation, Investigation
Affiliation Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Ivana Castaniere,
Roles Data curation, Investigation
Affiliations Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy, Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Stefano Busani,
Roles Data curation, Investigation
Affiliation Department of Anesthesia and Intensive Care Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Enrico Clini,
Roles Investigation, Resources
Affiliations Respiratory Diseases Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy, Department of Medical and Surgical Sciences for Children and Adults, University of Modena and Reggio Emilia, Modena, Italy
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Massimo Girardis,
Roles Investigation, Resources
Affiliations Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy, Department of Anesthesia and Intensive Care Unit, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Mario Sarti,
Roles Investigation, Resources
Affiliation Clinical Microbiology, Ospedale Civile di Baggiovara, Modena, Italy
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Andrea Cossarizza,
Roles Conceptualization, Investigation, Supervision, Validation
Affiliation Department of Medical and Surgical Sciences for Children and Adults, University of Modena and Reggio Emilia, Modena, Italy
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Cristina Mussini,
Roles Conceptualization, Resources, Supervision, Validation, Visualization, Writing – review & editing
Affiliations Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy, Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Federica Mandreoli,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Writing – original draft, Writing – review & editing
Affiliation Department of Physical, Computer and Mathematical Sciences, University of Modena and Reggio Emilia, Modena, Italy
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Paolo Missier ,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
¶‡ These authors share senior authorship.
Affiliation School of Computing, Newcastle University, Newcastle upon Tyne, United kingdom
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Giovanni Guaraldi
Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing
* E-mail: giovanni.guaraldi@unimore.it
¶‡ These authors share senior authorship.
Affiliations Department of Surgical, Medical, Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy, Department of Infectious Diseases, Azienda Ospedaliero-Universitaria Policlinico of Modena, Modena, Italy
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Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia—Challenges, strengths, and opportunities in a global health emergency
- Davide Ferrari,
- Jovana Milic,
- Roberto Tonelli,
- Francesco Ghinelli,
- Marianna Meschiari,
- Sara Volpi,
- Matteo Faltoni,
- Giacomo Franceschi,
- Vittorio Iadisernia,
- Dina Yaacoub
- Published: November 12, 2020
- https://doi.org/10.1371/journal.pone.0239172