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Deep Learning-Based Automatic Assessment of Lung Impairment in COVID-19 Pneumonia: Predicting Markers of Hypoxia With Computer Vision
BACKGROUND: Hypoxia is a potentially life-threatening condition that can be seen in pneumonia patients. OBJECTIVE: We aimed to develop and test an automatic assessment of lung impairment in COVID-19 associated pneumonia with machine learning regression models that predict markers of respiratory and...
Autores principales: | Statsenko, Yauhen, Habuza, Tetiana, Talako, Tatsiana, Pazniak, Mikalai, Likhorad, Elena, Pazniak, Aleh, Beliakouski, Pavel, Gelovani, Juri G., Gorkom, Klaus Neidl-Van, Almansoori, Taleb M., Al Zahmi, Fatmah, Qandil, Dana Sharif, Zaki, Nazar, Elyassami, Sanaa, Ponomareva, Anna, Loney, Tom, Naidoo, Nerissa, Mannaerts, Guido Hein Huib, Al Koteesh, Jamal, Ljubisavljevic, Milos R., Das, Karuna M. |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9360571/ https://www.ncbi.nlm.nih.gov/pubmed/35957860 http://dx.doi.org/10.3389/fmed.2022.882190 |
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