Please use this identifier to cite or link to this item: https://www.arca.fiocruz.br/handle/icict/40531
Title: Forecasting dengue fever in Brazil: An assessment of climate conditions
Authors: Stolerman, Lucas M.
Maia, Pedro D.
Kutz, J. Nathan
Affilliation: Fundação Oswaldo Cruz. Presidência. Programa de Computação Científica. Rio de Janeiro, RJ, Brazil / Instituto de Matemática Pura e Aplicada. Rio de Janeiro, RJ, Brasil.
University of Washington. Department of Applied Mathematics. Seattle, Washington, USA.
University of Washington. Department of Applied Mathematics. Seattle, Washington, USA.
Abstract: Local climate conditions play a major role in the biology of the Aedes aegypti mosquito, the main vector responsible for transmitting dengue, zika, chikungunya and yellow fever in urban centers. For this reason, a detailed assessment of periods in which changes in climate conditions affect the number of human cases may improve the timing of vector-control efforts. In this work, we develop new machine-learning algorithms to analyze climate time series and their connection to the occurrence of dengue epidemic years for seven Brazilian state capitals. Our method explores the impact of two key variables-frequency of precipitation and average temperature-during a wide range of time windows in the annual cycle. Our results indicate that each Brazilian state capital considered has its own climate signatures that correlate with the overall number of human dengue-cases. However, for most of the studied cities, the winter preceding an epidemic year shows a strong predictive power. Understanding such climate contributions to the vector's biology could lead to more accurate prediction models and early warning systems.
Keywords: Dengue fever
Brazil
Aedes aegypti
climate conditions
keywords: Dengue
Aedes aegypti
Brasil
Condições Climáticas
Issue Date: 2019
Publisher: Public Library of Science
Citation: STOLERMAN, Lucas M.; MAIA, Pedro D.; KUTZ, J. Nathan. Forecasting dengue fever in Brazil: An assessment of climate conditions. Plos One, v. 14, n, 8, p. 1-16, 2019.
DOI: 10.1371/journal.pone.0220106
ISSN: 1932-6203
Copyright: open access
Appears in Collections:Presidência Fiocruz - PROCC - Artigos de Periódicos

Files in This Item:
File Description SizeFormat 
journal.pone.0220106.pdfArtigo1.56 MBAdobe PDFView/Open
pone.0220106.s001.pdfMaterial Suplementar1.79 MBAdobe PDFView/Open
pone.0220106.s002.pdfMaterial Suplementar117.87 kBAdobe PDFView/Open
pone.0220106.s003.zipMaterial Suplementar - Dados45.04 MBZIPView/Open



FacebookTwitterDeliciousLinkedInGoogle BookmarksBibTex Format mendeley Endnote DiggMySpace

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.