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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2007
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7120662/ http://dx.doi.org/10.1007/978-3-540-72608-1_4 |
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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 |
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