{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T15:02:59Z","timestamp":1789398179627,"version":"build-2803163510"},"reference-count":56,"publisher":"FapUNIFESP (SciELO)","issue":"4","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"am","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Cad. Sa\u00fade P\u00fablica"],"abstract":"<jats:p>Around 14% of world dengue virus (DENV) cases occur in the Americas, most of them in Brazil. While socioeconomic, environmental, and behavioral correlates have been analyzed thoroughly, the role played by population mobility on DENV epidemics, especially at the local level, remains scarce. This study assesses whether the daily pattern of population mobility is associated with DENV incidence in Campinas, a Brazilian major city with over 1.2 million inhabitants in S\u00e3o Paulo State. DENV notifications from 2007 to 2015 were geocoded at street level (n = 114,884) and combined with sociodemographic and environmental data from the 2010 population census. Population mobility was extracted from the Origin-Destination Survey (ODS), carried out in 2011, and daily precipitation was obtained from satellite imagery. Multivariate zero-inflated negative binomial regression models were applied. High population mobility presented a relevant positive effect on higher risk for DENV incidence. High income and residence in apartments were found to be protective characteristics against the disease, while unpaved streets, number of strategic points (such as scrapyards and tire repair shops), and precipitation were consistently risk factors.<\/jats:p>","DOI":"10.1590\/0102-311x00079620","type":"journal-article","created":{"date-parts":[[2021,4,16]],"date-time":"2021-04-16T18:54:49Z","timestamp":1618599289000},"source":"Crossref","is-referenced-by-count":11,"title":["Population mobility, demographic, and environmental characteristics of dengue fever epidemics in a major city in Southeastern Brazil, 2007-2015"],"prefix":"10.1590","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5360-3740","authenticated-orcid":false,"given":"Igor Cavallini","family":"Johansen","sequence":"first","affiliation":[{"name":"Universidade de S\u00e3o Paulo, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4606-2795","authenticated-orcid":false,"given":"Marcia Caldas de","family":"Castro","sequence":"additional","affiliation":[{"name":"Harvard University, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8598-4875","authenticated-orcid":false,"given":"Luciana Correia","family":"Alves","sequence":"additional","affiliation":[{"name":"Universidade Estadual de Campinas, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1063-2266","authenticated-orcid":false,"given":"Roberto Luiz do","family":"Carmo","sequence":"additional","affiliation":[{"name":"Universidade Estadual de Campinas, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"530","published-online":{"date-parts":[[2021]]},"reference":[{"key":"ref1","series-title":"Dengue and dengue hemorrhagic fever","author":"Gubler DJ","year":"2014"},{"key":"ref2","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0004648","article-title":"Neglected tropical diseases in the Anthropocene the cases of Zika, Ebola, and other infections","volume":"10","author":"Hotez PJ","year":"2016","journal-title":"PLoS Negl Trop Dis"},{"key":"ref3","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0001760","article-title":"Refining the global spatial limits of dengue virus transmission by evidence-based consensus","volume":"6","author":"Brady OJ","year":"2012","journal-title":"PLoS Negl Trop Dis"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1038\/nature12060","article-title":"The global distribution and burden of dengue","volume":"496","author":"Bhatt S","year":"2013","journal-title":"Nature"},{"key":"ref5","series-title":"Reported cases of dengue fever in the Americas."},{"key":"ref6","doi-asserted-by":"crossref","first-page":"7","DOI":"10.2105\/AJPH.53.1.7","article-title":"The elimination of urban yellow fever in the Americas through the eradication of Aedes aegypti","volume":"53","author":"Soper FL","year":"1963","journal-title":"Am J Public Health Nations Health"},{"key":"ref7","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0005653","article-title":"Tracking the return of Aedes aegypti to Brazil, the major vector of the dengue, chikungunya and Zika viruses","volume":"11","author":"Kotsakiozi P","year":"2017","journal-title":"PLoS Negl Trop Dis"},{"key":"ref8","first-page":"53","article-title":"Surto de dengue em Boa Vista, Roraima. Nota pr\u00e9via.","volume":"25","author":"Osanai CH","year":"1983","journal-title":"Rev Inst Med Trop S\u00e3o Paulo"},{"issue":"51","key":"ref9","first-page":"1","article-title":"Monitoramento dos casos de arboviroses urbanas transmitidas pelo Aedes aegypti (dengue, chikungunya e zika), semanas epidemiol\u00f3gicas 1 a 50, 2020","volume":"51","year":"2020","journal-title":"Boletim Epidemiol\u00f3gico"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"593","DOI":"10.1093\/trstmh\/traa030","article-title":"Spatiotemporal evolution of dengue outbreaks in Brazil","volume":"114","author":"de Azevedo TS","year":"2020","journal-title":"Trans R Soc Trop Med Hyg"},{"key":"ref11","series-title":"Ensaios sobre a crise urbana do Brasil","author":"Cano W","year":"2011"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"888","DOI":"10.1080\/02508060.2013.856834","article-title":"Water, sanitation and health: an intra-urban comparison in the municipality of Caraguatatuba, 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JMP","year":"2017"},{"key":"ref25","series-title":"A grave escassez h\u00eddrica e as dimens\u00f5es de um desastre socialmente constru\u00eddo: a Regi\u00e3o Metropolitana de Campinas entre 2013-2015","author":"Anazawa TM","year":"2017"},{"key":"ref26","series-title":"Dengue cases in Campinas 2007-2015","year":"2018"},{"key":"ref27","series-title":"Pesquisa origem e destino domiciliar da Regi\u00e3o Metropolitana de Campinas: s\u00edntese dos resultados","year":"2011"},{"key":"ref28","series-title":"Diretrizes nacionais para a preven\u00e7\u00e3o e controle de epidemias de dengue","year":"2009"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"346","DOI":"10.15446\/rsap.v20n3.54315","article-title":"Environmental and demographic determinants of dengue incidence in Brazil","volume":"20","author":"Johansen IC","year":"2018","journal-title":"Rev Salud P\u00fablica"},{"key":"ref30","series-title":"Levantamento R\u00e1pido de \u00cdndices para Aedes aegypti (LIRAa) em Campinas entre 2011 e 2015."},{"key":"ref31","doi-asserted-by":"crossref","first-page":"150066","DOI":"10.1038\/sdata.2015.66","article-title":"The climate hazards infrared precipitation with stations a new environmental record for monitoring extremes","volume":"2","author":"Funk C","year":"2015","journal-title":"Sci Data"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"954","DOI":"10.1016\/j.apjtm.2016.07.033","article-title":"Meteorological influences on dengue transmission in Pakistan.","volume":"9","author":"Atique S","year":"2016","journal-title":"Asian Pac J Trop Med"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1007\/s00362-006-0031-6","article-title":"Modelling count data with overdispersion and spatial effects.","volume":"49","author":"Gschl\u00f6\u00dfl S","year":"2008","journal-title":"Statistical Papers"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"20150468","DOI":"10.1098\/rsif.2015.0468","article-title":"Big city, small world 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