About: Beta regression with spatio-temporal effects as a tool for hospital impact analysis of initial phase epidemics: the case of COVID-19 in Spain

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About: Beta regression with spatio-temporal effects as a tool for hospital impact analysis of initial phase epidemics: the case of COVID-19 in Spain Goto Sponge NotDistinct Permalink

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type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
title	Beta regression with spatio-temporal effects as a tool for hospital impact analysis of initial phase epidemics: the case of COVID-19 in Spain
Creator	Barreal, Jesús Jannes, Gil
source	MedRxiv
abstract	COVID-19 has put an extraordinary strain on medical staff around the world, but also on hospital facilities and the global capacity of national healthcare systems. In this paper, Beta regression is introduced as a tool to analyze the rate of hospitalization and the proportion of Intensive Care Unit admissions over both hospitalized and diagnosed patients, with the aim of explaining as well as predicting, and thus allowing to better anticipate, the impact on hospital resources during an early-phase epidemic. This is applied to the initial phase COVID-19 pandemic in Spain and its different regions from 20-Feb to 08-Apr of 2020. Spatial and temporal factors are included in the Beta distribution through a precision factor. The model reveals the importance of the lagged data of hospital occupation, as well as the rate of recovered patients. Excellent agreement is found for next-day predictions, while even for multiple-day predictions (up to 12 days), robust results are obtained in most cases in spite of the limited reliability and consistency of the data
has issue date	2020-06-29(xsd:dateTime)
bibo:doi	10.1101/2020.06.27.20141614
has license	medrxiv
sha1sum (hex)	c1786dc51f5f97f7b3f177389b41acb8c1cbfd12
schema:url	https://doi.org/10.1101/2020.06.27.20141614
resource representing a document's title	Beta regression with spatio-temporal effects as a tool for hospital impact analysis of initial phase epidemics: the case of COVID-19 in Spain
resource representing a document's body	covid:c1786dc51f5f97f7b3f177389b41acb8c1cbfd12#body_text
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