About: Distinguishing L and H phenotypes of COVID-19 using a single x-ray image

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About: Distinguishing L and H phenotypes of COVID-19 using a single x-ray image Goto Sponge NotDistinct Permalink

An Entity of Type : schema:ScholarlyArticle, within Data Space : covidontheweb.inria.fr associated with source document(s)

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type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
title	Distinguishing L and H phenotypes of COVID-19 using a single x-ray image
Creator	Islam, Mohammad Fleischer, Jason
source	MedRxiv
abstract	Recent observations have shown that there are two types of COVID-19 response: an H phenotype with high lung elastance and weight, and an L phenotype with low measures. H-type patients have pneumonia-like thickening of the lungs and require ventilation to survive; L-type patients have clearer lungs that may be injured by mechanical assistance. As treatment protocols differ between the two types, and the number of ventilators is limited, it is vital to classify patients appropriately. To date, the only way to confirm phenotypes is through high-resolution computed tomography. Here, we identify L- and H-type patients from their frontal chest x-rays using feature-embedded machine learning. We then apply the categorization to multiple images from the same patient, extending it to detect and monitor disease progression and recovery. The results give an immediate criterion for coronavirus triage and provide a methodology for respiratory diseases beyond COVID-19.
has issue date	2020-05-03(xsd:dateTime)
bibo:doi	10.1101/2020.04.27.20081984
has license	medrxiv
sha1sum (hex)	0ed35755ab7f427bc62d83859af5a3415e9378b5
schema:url	https://doi.org/10.1101/2020.04.27.20081984
resource representing a document's title	Distinguishing L and H phenotypes of COVID-19 using a single x-ray image
resource representing a document's body	covid:0ed35755ab7f427bc62d83859af5a3415e9378b5#body_text
is schema:about of	named entity 'H-type' named entity 'mechanical' named entity 'phenotype' named entity 'X-RAY IMAGE' named entity 'WEIGHT' »more»

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