Machine Learning to Predict In-Hospital Mortality in COVID-19 Patients Using Computed Tomography-Derived Pulmonary and Vascular Features.
COVID-19
X-ray computed
computer
lung
machine learning
neural networks
prognosis
pulmonary artery
support vector machine
tomography
Journal
Journal of personalized medicine
ISSN: 2075-4426
Titre abrégé: J Pers Med
Pays: Switzerland
ID NLM: 101602269
Informations de publication
Date de publication:
03 Jun 2021
03 Jun 2021
Historique:
received:
28
04
2021
revised:
31
05
2021
accepted:
01
06
2021
entrez:
2
7
2021
pubmed:
3
7
2021
medline:
3
7
2021
Statut:
epublish
Résumé
Pulmonary parenchymal and vascular damage are frequently reported in COVID-19 patients and can be assessed with unenhanced chest computed tomography (CT), widely used as a triaging exam. Integrating clinical data, chest CT features, and CT-derived vascular metrics, we aimed to build a predictive model of in-hospital mortality using univariate analysis (Mann-Whitney
Identifiants
pubmed: 34204911
pii: jpm11060501
doi: 10.3390/jpm11060501
pmc: PMC8230339
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : Ministero della Salute
ID : Ricerca Corrente
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