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Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol

BACKGROUND: The volume of influenza pandemic modelling studies has increased dramatically in the last decade. Many models incorporate now sophisticated parameterization and validation techniques, economic analyses and the behaviour of individuals. METHODS: We reviewed trends in these aspects in mode...

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Autores principales: Carrasco, Luis R, Jit, Mark, Chen, Mark I, Lee, Vernon J, Milne, George J, Cook, Alex R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3666982/
https://www.ncbi.nlm.nih.gov/pubmed/23651557
http://dx.doi.org/10.1186/1742-7622-10-3
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author Carrasco, Luis R
Jit, Mark
Chen, Mark I
Lee, Vernon J
Milne, George J
Cook, Alex R
author_facet Carrasco, Luis R
Jit, Mark
Chen, Mark I
Lee, Vernon J
Milne, George J
Cook, Alex R
author_sort Carrasco, Luis R
collection PubMed
description BACKGROUND: The volume of influenza pandemic modelling studies has increased dramatically in the last decade. Many models incorporate now sophisticated parameterization and validation techniques, economic analyses and the behaviour of individuals. METHODS: We reviewed trends in these aspects in models for influenza pandemic preparedness that aimed to generate policy insights for epidemic management and were published from 2000 to September 2011, i.e. before and after the 2009 pandemic. RESULTS: We find that many influenza pandemics models rely on parameters from previous modelling studies, models are rarely validated using observed data and are seldom applied to low-income countries. Mechanisms for international data sharing would be necessary to facilitate a wider adoption of model validation. The variety of modelling decisions makes it difficult to compare and evaluate models systematically. CONCLUSIONS: We propose a model Characteristics, Construction, Parameterization and Validation aspects protocol (CCPV protocol) to contribute to the systematisation of the reporting of models with an emphasis on the incorporation of economic aspects and host behaviour. Model reporting, as already exists in many other fields of modelling, would increase confidence in model results, and transparency in their assessment and comparison.
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spelling pubmed-36669822013-05-30 Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol Carrasco, Luis R Jit, Mark Chen, Mark I Lee, Vernon J Milne, George J Cook, Alex R Emerg Themes Epidemiol Analytic Perspective BACKGROUND: The volume of influenza pandemic modelling studies has increased dramatically in the last decade. Many models incorporate now sophisticated parameterization and validation techniques, economic analyses and the behaviour of individuals. METHODS: We reviewed trends in these aspects in models for influenza pandemic preparedness that aimed to generate policy insights for epidemic management and were published from 2000 to September 2011, i.e. before and after the 2009 pandemic. RESULTS: We find that many influenza pandemics models rely on parameters from previous modelling studies, models are rarely validated using observed data and are seldom applied to low-income countries. Mechanisms for international data sharing would be necessary to facilitate a wider adoption of model validation. The variety of modelling decisions makes it difficult to compare and evaluate models systematically. CONCLUSIONS: We propose a model Characteristics, Construction, Parameterization and Validation aspects protocol (CCPV protocol) to contribute to the systematisation of the reporting of models with an emphasis on the incorporation of economic aspects and host behaviour. Model reporting, as already exists in many other fields of modelling, would increase confidence in model results, and transparency in their assessment and comparison. BioMed Central 2013-05-07 /pmc/articles/PMC3666982/ /pubmed/23651557 http://dx.doi.org/10.1186/1742-7622-10-3 Text en Copyright © 2013 Carrasco et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Analytic Perspective
Carrasco, Luis R
Jit, Mark
Chen, Mark I
Lee, Vernon J
Milne, George J
Cook, Alex R
Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title_full Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title_fullStr Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title_full_unstemmed Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title_short Trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
title_sort trends in parameterization, economics and host behaviour in influenza pandemic modelling: a review and reporting protocol
topic Analytic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3666982/
https://www.ncbi.nlm.nih.gov/pubmed/23651557
http://dx.doi.org/10.1186/1742-7622-10-3
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