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dc.contributor.authorAguiar, M. 
dc.contributor.authorOrtuondo, E.M.
dc.contributor.authorBidaurrazaga Van-Dierdonck, J.
dc.contributor.authorMar J
dc.contributor.authorStollenwerk, N. 
dc.date.accessioned2020-11-12T07:01:27Z
dc.date.available2020-11-12T07:01:27Z
dc.date.issued2020-10
dc.identifier.urihttp://hdl.handle.net/20.500.11824/1194
dc.description.abstractIn March 2020, a multidisciplinary task force (so‐called Basque Modelling Task Force, BMTF) was created to assist the Basque health managers and Government during the COVID‐19 responses. BMTF is a modelling team, working on different approaches, including stochastic processes, statistical methods and artificial intelligence. Here we describe the efforts and challenges to develop a flexible modeling framework able to describe the dynamics observed for the tested positive cases, including the modelling development steps. The results obtained by a new stochastic SHARUCD model framework are presented. Our models differentiate mild and asymptomatic from severe infections prone to be hospitalized and were able to predict the course of the epidemic, providing important projections on the national health system’s necessities during the increased population demand on hospital admissions. Short and longer‐term predictions were tested with good results adjusted to the available epidemiological data. We have shown that the partial lockdown measures were effective and enough to slow down disease transmission in the Basque Country. The growth rate 􏰀 was calculated from the model and from the data and the implications for the reproduction ratio r are shown. The analysis of the growth rates from the data led to improved model versions describing after the exponential phase also the new information obtained during the phase of response to the control measures. This framework is now being used to monitor disease transmission while the country lockdown was gradually lifted, with insights to specific programs for a general policy of “social distancing” and home quarantining.en_US
dc.description.sponsorshipMarie Skłodowska-Curie Grant Agreement No. 792494en_US
dc.formatapplication/pdfen_US
dc.language.isoengen_US
dc.rightsReconocimiento-NoComercial-CompartirIgual 3.0 Españaen_US
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/3.0/es/en_US
dc.subjectCOVID19en_US
dc.subjectModelingen_US
dc.title Modelling COVID 19 in the Basque Country from introduction to control measure responseen_US
dc.typeinfo:eu-repo/semantics/articleen_US
dc.identifier.doi10.1038/s41598-020-74386-1
dc.relation.publisherversionhttps://doi.org/10.1038/s41598-020-74386-1en_US
dc.rights.accessRightsinfo:eu-repo/semantics/openAccessen_US
dc.type.hasVersioninfo:eu-repo/semantics/acceptedVersionen_US
dc.journal.titleNature Scientific Reportsen_US


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Reconocimiento-NoComercial-CompartirIgual 3.0 España
Except where otherwise noted, this item's license is described as Reconocimiento-NoComercial-CompartirIgual 3.0 España