Outcome Prediction for SARS-CoV-2 Patients Using Machine Lea…

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2022
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  • DOI 10.3390/app12094493
  • OpenAlex ID W4229082249
  • Type Article
  • Language EN
  • Published 28 Apr 2022
  • Volume 12 (9)
  • Pages 4493
  • Source Applied Sciences
  • Publisher Multidisciplinary Digital Publishin…
  • FWCI 1.00
  • Countries 1
  • Institutions 4
  • Added 08 May 2022
  • Updated 16 Oct 2026
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Outcome Prediction for SARS-CoV-2 Patients Using Machine Learning Modeling of Clinical, Radiological, and Radiomic Features Derived from Chest CT Images

Article 2022 EN Gold

(1) Background: Chest Computed Tomography (CT) has been proposed as a non-invasive method for confirming the diagnosis of SARS-CoV-2 patients using radiomic features (RFs) and baseline clinical data. The performance of Machine Learning (ML) methods using RFs derived from semi-automatically segmented lungs in chest CT images was investigated regarding the ability to predict the mortality of SARS-Co…

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14

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Authors & Affiliations
14 authors
#AuthorInstitutionsORCID
1 Lorenzo Spagnoli IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT) —
2 Maria Francesca Morrone IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
3 Enrico Giampieri Istituto Nazionale di Fisica N… (IT) Istituto Nazionale di Fisica N… (IT) +1
4 Giulia Paolani IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
5 Miriam Santoro IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
6 Nico Curti University of Bologna (IT)
7 Francesca Coppola IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
8 Federica Ciccarese IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
9 Giulio Vara IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
10 Nicolò Brandi IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
11 Rita Golfieri IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
12 Michele Bartoletti IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
13 Pierluigi Viale IRCCS Azienda Ospedliero-Unive… (IT) University of Bologna (IT)
14 Lidia Strigari Corresponding IRCCS Azienda Ospedliero-Unive… (IT)

Data: OpenAlex