Cargando…

A Model for Characterizing Annual Flu Cases

Influenza outbreaks occur seasonally and peak during winter season in temperate zones of the Northern and Southern hemisphere. The occurrence and recurrence of flu epidemics has been alluded to variability in mechanisms such temperature, climate, host contact and traveling patterns [4]. This work pr...

Descripción completa

Detalles Bibliográficos
Autores principales: Nuño, Miriam, Pagano, Marcello
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120662/
http://dx.doi.org/10.1007/978-3-540-72608-1_4
_version_ 1783515024262692864
author Nuño, Miriam
Pagano, Marcello
author_facet Nuño, Miriam
Pagano, Marcello
author_sort Nuño, Miriam
collection PubMed
description Influenza outbreaks occur seasonally and peak during winter season in temperate zones of the Northern and Southern hemisphere. The occurrence and recurrence of flu epidemics has been alluded to variability in mechanisms such temperature, climate, host contact and traveling patterns [4]. This work promotes a Gaussian–type regression model to study flu outbreak trends and predict new cases based on influenza–like–illness data for France (1985–2005). We show that the proposed models are appropriate descriptors of these outbreaks and can improve the surveillance of diseases such as flu. Our results show that limited data reduces our ability to predict unobserved cases. Based on laboratory surveillance data, we prototype each season according to the dominating virus (H3N2, H1N1, B) and show that high intensity outbreaks are correlated with early peak times. These findings are in accordance with the dynamics observed for influenza outbreaks in the US.
format Online
Article
Text
id pubmed-7120662
institution National Center for Biotechnology Information
language English
publishDate 2007
record_format MEDLINE/PubMed
spelling pubmed-71206622020-04-06 A Model for Characterizing Annual Flu Cases Nuño, Miriam Pagano, Marcello Intelligence and Security Informatics: Biosurveillance Article Influenza outbreaks occur seasonally and peak during winter season in temperate zones of the Northern and Southern hemisphere. The occurrence and recurrence of flu epidemics has been alluded to variability in mechanisms such temperature, climate, host contact and traveling patterns [4]. This work promotes a Gaussian–type regression model to study flu outbreak trends and predict new cases based on influenza–like–illness data for France (1985–2005). We show that the proposed models are appropriate descriptors of these outbreaks and can improve the surveillance of diseases such as flu. Our results show that limited data reduces our ability to predict unobserved cases. Based on laboratory surveillance data, we prototype each season according to the dominating virus (H3N2, H1N1, B) and show that high intensity outbreaks are correlated with early peak times. These findings are in accordance with the dynamics observed for influenza outbreaks in the US. 2007 /pmc/articles/PMC7120662/ http://dx.doi.org/10.1007/978-3-540-72608-1_4 Text en © Springer Berlin Heidelberg 2007 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Nuño, Miriam
Pagano, Marcello
A Model for Characterizing Annual Flu Cases
title A Model for Characterizing Annual Flu Cases
title_full A Model for Characterizing Annual Flu Cases
title_fullStr A Model for Characterizing Annual Flu Cases
title_full_unstemmed A Model for Characterizing Annual Flu Cases
title_short A Model for Characterizing Annual Flu Cases
title_sort model for characterizing annual flu cases
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120662/
http://dx.doi.org/10.1007/978-3-540-72608-1_4
work_keys_str_mv AT nunomiriam amodelforcharacterizingannualflucases
AT paganomarcello amodelforcharacterizingannualflucases
AT nunomiriam modelforcharacterizingannualflucases
AT paganomarcello modelforcharacterizingannualflucases