{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T21:46:32Z","timestamp":1790718392617,"version":"4.1.0"},"reference-count":91,"publisher":"Public Library of Science (PLoS)","issue":"12","license":[{"start":{"date-parts":[[2018,12,6]],"date-time":"2018-12-06T00:00:00Z","timestamp":1544054400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Charles Stark Draper Laboratory (US)"}],"content-domain":{"domain":["www.plosntds.org"],"crossmark-restriction":false},"short-container-title":["PLoS Negl Trop Dis"],"DOI":"10.1371\/journal.pntd.0006935","type":"journal-article","created":{"date-parts":[[2018,12,6]],"date-time":"2018-12-06T18:34:13Z","timestamp":1544121253000},"page":"e0006935","update-policy":"https:\/\/doi.org\/10.1371\/journal.pntd.corrections_policy","source":"Crossref","is-referenced-by-count":160,"title":["Statistical modeling of the effect of rainfall flushing on dengue transmission in Singapore"],"prefix":"10.1371","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0218-5048","authenticated-orcid":true,"given":"Corey M.","family":"Benedum","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Osama M. E.","family":"Seidahmed","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elfatih A. B.","family":"Eltahir","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Natasha","family":"Markuzon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2018,12,6]]},"reference":[{"key":"ref1","first-page":"221","article-title":"Estimating the total world population at risk for locally acquired dengue infection","author":"ME Beatty","year":"2007","journal-title":"American Journal of Tropical Medicine and Hygiene. AMER SOC TROP MED & HYGIENE 8000 WESTPARK DR, STE 130, MCLEAN, VA 22101 USA"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"830","DOI":"10.1016\/S0140-6736(02)09964-6","article-title":"Potential effect of population and climate changes on global distribution of dengue fever: an empirical model","volume":"360","author":"S Hales","year":"2002","journal-title":"The Lancet"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1186\/1471-2458-12-72","article-title":"Aedes albopictus and the reemergence of Dengue","volume":"12","author":"G Rezza","year":"2012","journal-title":"BMC Public Health"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"e1908","DOI":"10.1371\/journal.pntd.0001908","article-title":"Forecast of dengue incidence using temperature and rainfall","volume":"6","author":"YL Hii","year":"2012","journal-title":"PLoS Negl Trop Dis"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"e2805","DOI":"10.1371\/journal.pntd.0002805","article-title":"Statistical modeling reveals the effect of absolute humidity on dengue in Singapore","volume":"8","author":"H-Y Xu","year":"2014","journal-title":"PLoS Negl Trop Dis"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"e50972","DOI":"10.1371\/journal.pone.0050972","article-title":"The incubation periods of dengue viruses","volume":"7","author":"M Chan","year":"2012","journal-title":"PloS One"},{"key":"ref7","unstructured":"Christophers S, others. Aedes aegypti (L.) the yellow fever mosquito: its life history, bionomics and structure. A\u00ebdes Aegypti Yellow Fever Mosq Its Life Hist Bionomics Struct. 1960; <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/www-cabdirect-org.ezproxy.bu.edu\/cabdirect\/abstract\/19602901825\" xlink:type=\"simple\">https:\/\/www-cabdirect-org.ezproxy.bu.edu\/cabdirect\/abstract\/19602901825<\/ext-link>"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"1003","DOI":"10.1093\/jmedent\/30.6.1003","article-title":"Dynamic life table model for Aedes aegypti (Diptera: Culicidae): analysis of the literature and model development","volume":"30","author":"DA Focks","year":"1993","journal-title":"J Med Entomol"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1023\/A:1010717502442","article-title":"Global-scale relationships between climate and the dengue fever vector, Aedes aegypti","volume":"48","author":"MJ Hopp","year":"2001","journal-title":"Clim Change"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"e1000168","DOI":"10.1371\/journal.pmed.1000168","article-title":"Multiyear climate variability and dengue\u2014El Nino southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis","volume":"6","author":"MA Johansson","year":"2009","journal-title":"PLoS Med"},{"key":"ref11","doi-asserted-by":"crossref","first-page":"892","DOI":"10.1093\/jmedent\/27.5.892","article-title":"Temperature-dependent development and survival rates of Culex quinquefasciatus and Aedes aegypti (Diptera: Culicidae)","volume":"27","author":"LM Rueda","year":"1990","journal-title":"J Med Entomol"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.envint.2014.06.018","article-title":"Impact of meteorological factors on the spatiotemporal patterns of dengue fever incidence","volume":"73","author":"L-C Chien","year":"2014","journal-title":"Environ Int"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1186\/1756-3305-6-351","article-title":"Modelling adult Aedes aegypti and Aedes albopictus survival at different temperatures in laboratory and field settings","volume":"6","author":"OJ Brady","year":"2013","journal-title":"Parasit Vectors"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1080\/00207237008709393","article-title":"Effects of irrigation on mosquito populations and mosquito\u2010borne diseases in man, with particular reference to ricefield extension","volume":"1","author":"G Surtees","year":"1970","journal-title":"Int J Environ Stud"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"955","DOI":"10.1016\/S0020-7519(98)00053-8","article-title":"Mosquito-borne arboviruses in Australia: the current scene and implications of climate change for human health","volume":"28","author":"RC Russell","year":"1998","journal-title":"Int J Parasitol"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"292","DOI":"10.1111\/jvec.12167","article-title":"Intraspecific variation in desiccation survival time of Aedes aegypti (L.) mosquito eggs of Australian origin","volume":"40","author":"KJ Faull","year":"2015","journal-title":"J Vector Ecol"},{"key":"ref17","first-page":"32","article-title":"Climatic factors influencing dengue cases in Dhaka city: A model for dengue prediction","volume":"136","author":"MN Karim","year":"2012","journal-title":"Indian J Med Res"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1080\/09603120400012868","article-title":"Climatological variables and the incidence of Dengue fever in Barbados","volume":"14","author":"CA Depradine","year":"2004","journal-title":"Int J Environ Health Res"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"2189","DOI":"10.1590\/S0102-311X2012001100018","article-title":"Temporal analysis of the relationship between dengue and meteorological variables in the city of Rio de Janeiro, Brazil, 2001\u20132009","volume":"28","author":"AF Gomes","year":"2012","journal-title":"Cad Saude Publica"},{"key":"ref20","first-page":"140111","article-title":"El Ni\u00f1o Southern Oscillation and vegetation dynamics as predictors of dengue fever cases in Costa Rica","volume":"4","author":"DO Fuller","year":"2009","journal-title":"Environ Res Lett ERL Web Site"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"971","DOI":"10.4269\/ajtmh.12-0478","article-title":"Climate and non-climate drivers of dengue epidemics in southern coastal ecuador","volume":"88","author":"AM Stewart-Ibarra","year":"2013","journal-title":"Am J Trop Med Hyg"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"166","DOI":"10.1186\/1471-2334-11-166","article-title":"Time series analysis of dengue incidence in Guadeloupe, French West Indies: forecasting models using climate variables as predictors","volume":"11","author":"M Gharbi","year":"2011","journal-title":"BMC Infect Dis"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"1327","DOI":"10.1111\/j.1365-3156.2007.01930.x","article-title":"Short communication: impact of climate variability on the incidence of dengue in Mexico","volume":"12","author":"M Hurtado-D\u00edaz","year":"2007","journal-title":"Trop Med Int Health TM IH"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.actatropica.2007.05.014","article-title":"Weather as an effective predictor for occurrence of dengue fever in Taiwan","volume":"103","author":"P-C Wu","year":"2007","journal-title":"Acta Trop"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1080\/09603123.2011.572279","article-title":"The influence of climate variables on dengue in Singapore","volume":"21","author":"E Pinto","year":"2011","journal-title":"Int J Environ Health Res"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"6319","DOI":"10.3390\/ijerph10126319","article-title":"Assessing weather effects on dengue disease in Malaysia","volume":"10","author":"YL Cheong","year":"2013","journal-title":"Int J Environ Res Public Health"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1017\/S0950268813001519","article-title":"Identifying the high-risk areas and associated meteorological factors of dengue transmission in Guangdong Province, China from 2005 to 2011","volume":"142","author":"J Fan","year":"2014","journal-title":"Epidemiol Infect"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"395","DOI":"10.1186\/1471-2458-9-395","article-title":"Time series analysis of dengue fever and weather in Guangzhou, China","volume":"9","author":"L Lu","year":"2009","journal-title":"BMC Public Health"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1111\/zph.12213","article-title":"Climate factors as important determinants of dengue incidence in Cura\u00e7ao","volume":"63","author":"M Limper","year":"2016","journal-title":"Zoonoses Public Health"},{"key":"ref30","unstructured":"Promprou S, Jaroensutasinee M, Jaroensutasinee K. Climatic Factors Affecting Dengue Haemorrhagic Fever Incidence in Southern Thailand. 2005; <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/apps.who.int\/iris\/bitstream\/10665\/164135\/1\/dbv29p41.pdf\" xlink:type=\"simple\">http:\/\/apps.who.int\/iris\/bitstream\/10665\/164135\/1\/dbv29p41.pdf<\/ext-link>"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"1123","DOI":"10.1603\/0022-2585-41.6.1123","article-title":"Temporal and geographic patterns of Aedes aegypti (Diptera: Culicidae) production in Iquitos, Peru","volume":"41","author":"AC Morrison","year":"2004","journal-title":"J Med Entomol"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"851","DOI":"10.1093\/jmedent\/44.5.851","article-title":"Characterization of Aedes aegypti (Diptera: Culcidae) production sites in urban Nicaragua","volume":"44","author":"SN Hammond","year":"2007","journal-title":"J Med Entomol"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1093\/jmedent\/45.1.28","article-title":"Flushing effect of rain on container-inhabiting mosquitoes Aedes aegypti and Culex pipiens (Diptera: Culicidae)","volume":"45","author":"C. J. M. Koenraadt","year":"2008","journal-title":"J Med Entomol"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"e0004842","DOI":"10.1371\/journal.pntd.0004842","article-title":"A Sequence of Flushing and Drying of Breeding Habitats of Aedes aegypti (L.) Prior to the Low Dengue Season in Singapore","volume":"10","author":"OM Seidahmed","year":"2016","journal-title":"PLoS Negl Trop Dis"},{"key":"ref35","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1007\/s00484-011-0402-0","article-title":"The effects of simulated rainfall on immature population dynamics of Aedes albopictus and female oviposition","volume":"56","author":"H Dieng","year":"2012","journal-title":"Int J Biometeorol"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"e1146","DOI":"10.1371\/journal.pone.0001146","article-title":"Unexpected High Losses of Anopheles gambiae Larvae Due to Rainfall","volume":"2","author":"KP Paaijmans","year":"2007","journal-title":"PLOS ONE"},{"key":"ref37","doi-asserted-by":"crossref","first-page":"292","DOI":"10.1579\/0044-7447(2008)37[292:COCFAD]2.0.CO;2","article-title":"Correlation of Climatic Factors and Dengue Incidence in Metro Manila, Philippines","volume":"37","author":"GLS Su","year":"2008","journal-title":"Ambio"},{"key":"ref38","unstructured":"Sari Kovats R. El Ni\u00f1o and human health. 2000; <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/apps.who.int\/iris\/bitstream\/10665\/57525\/1\/bu0699.pdf\" xlink:type=\"simple\">http:\/\/apps.who.int\/iris\/bitstream\/10665\/57525\/1\/bu0699.pdf<\/ext-link>"},{"key":"ref39","doi-asserted-by":"crossref","first-page":"e63717","DOI":"10.1371\/journal.pone.0063717","article-title":"Analysis of Effects of Meteorological Factors on Dengue Incidence in Sri Lanka Using Time Series Data","volume":"8","author":"K Goto","year":"2013","journal-title":"PLOS ONE"},{"key":"ref40","unstructured":"Fang Z-H, Tzeng J-S, Chen CC, Chou T-C. A Study of Machine Learning Models in Epidemic Surveillance: Using the Query Logs of Search Engines. PACIS. 2010. p. 137. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/pdfs.semanticscholar.org\/59b5\/cc10cd7c471a146bde9420bf1607b296d0c6.pdf\" xlink:type=\"simple\">https:\/\/pdfs.semanticscholar.org\/59b5\/cc10cd7c471a146bde9420bf1607b296d0c6.pdf<\/ext-link>"},{"key":"ref41","doi-asserted-by":"crossref","unstructured":"Zhu G, Hunter J, Jiang Y. Improved Prediction of Dengue Outbreak Using the Delay Permutation Entropy. 2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData). 2016. pp. 828\u2013832. 10.1109\/iThings-GreenCom-CPSCom-SmartData.2016.172","DOI":"10.1109\/iThings-GreenCom-CPSCom-SmartData.2016.172"},{"key":"ref42","doi-asserted-by":"crossref","first-page":"489","DOI":"10.7763\/IJCTE.2011.V3.355","article-title":"Dengue outbreak prediction: A least squares support vector machines approach","volume":"3","author":"Y Yusof","year":"2011","journal-title":"Int J Comput Theory Eng"},{"key":"ref43","unstructured":"Wickramaarachchi W, Perera SSN, Jayasinghe S. Investigating the impact of climate on dengue disease transmission in urban Colombo: A Fuzzy logic model. International Conference on Computational Mathematics, Computational Geometry &amp; Statistics (CMCGS) Proceedings. Global Science and Technology Forum; 2015. p. 20. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/search.proquest.com\/openview\/aaa45699bc210d7facc17887ca68e9bd\/1?pq-origsite=gscholar&cbl=1536342\" xlink:type=\"simple\">http:\/\/search.proquest.com\/openview\/aaa45699bc210d7facc17887ca68e9bd\/1?pq-origsite=gscholar&amp;cbl=1536342<\/ext-link>"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.artmed.2013.11.008","article-title":"Fuzzy model identification of dengue epidemic in Colombia based on multiresolution analysis","volume":"60","author":"C Torres","year":"2014","journal-title":"Artif Intell Med"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1186\/1472-6947-12-124","article-title":"A data-driven epidemiological prediction method for dengue outbreaks using local and remote sensing data","volume":"12","author":"AL Buczak","year":"2012","journal-title":"BMC Med Inform Decis Mak"},{"key":"ref46","doi-asserted-by":"crossref","first-page":"e2771","DOI":"10.1371\/journal.pntd.0002771","article-title":"Prediction of high incidence of dengue in the Philippines","volume":"8","author":"AL Buczak","year":"2014","journal-title":"PLoS Negl Trop Dis"},{"key":"ref47","article-title":"Using Baidu Search Index to Predict Dengue Outbreak in China","volume":"6","author":"K Liu","year":"2016","journal-title":"Sci Rep"},{"key":"ref48","doi-asserted-by":"crossref","first-page":"e87","DOI":"10.1038\/emi.2013.85","article-title":"A threshold analysis of dengue transmission in terms of weather variables and imported dengue cases in Australia","volume":"2","author":"X Huang","year":"2013","journal-title":"Emerg Microbes Infect"},{"key":"ref49","unstructured":"Singapore Department of Statistics. Population Trends 2016 [Internet]. 2016 Sep. Report No.: 1793\u20132424. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/www.singstat.gov.sg\/docs\/default-source\/default-document-library\/publications\/publications_and_papers\/population_and_population_structure\/population2016.pdf\" xlink:type=\"simple\">http:\/\/www.singstat.gov.sg\/docs\/default-source\/default-document-library\/publications\/publications_and_papers\/population_and_population_structure\/population2016.pdf<\/ext-link>"},{"key":"ref50","doi-asserted-by":"crossref","first-page":"538","DOI":"10.47102\/annals-acadmedsg.V37N7p538","article-title":"The 2005 dengue epidemic in Singapore: epidemiology, prevention and control","volume":"37","author":"BK Koh","year":"2008","journal-title":"Ann Acad Med Singap"},{"key":"ref51","article-title":"Climate variability and increase in incidence and magnitude of dengue incidence in Singapore","volume":"2","author":"YL Hii","year":"2009","journal-title":"Glob Health Action"},{"key":"ref52","doi-asserted-by":"crossref","first-page":"1150","DOI":"10.4269\/ajtmh.14-0588","article-title":"2013 dengue outbreaks in Singapore and Malaysia caused by different viral strains","volume":"92","author":"L-C Ng","year":"2015","journal-title":"Am J Trop Med Hyg"},{"key":"ref53","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/j.meegid.2011.10.012","article-title":"Dengue virus surveillance in Singapore reveals high viral diversity through multiple introductions and in situ evolution","volume":"12","author":"K-S Lee","year":"2012","journal-title":"Infect Genet Evol"},{"key":"ref54","doi-asserted-by":"crossref","first-page":"817","DOI":"10.1016\/j.gsf.2014.02.009","article-title":"Effect of climate change on seasonal monsoon in Asia and its impact on the variability of monsoon rainfall in Southeast Asia","volume":"6","author":"YY Loo","year":"2015","journal-title":"Geosci Front"},{"key":"ref55","unstructured":"Ministry of Health Singapore. Weekly Infectious Diseases Bulletin [Internet]. [cited 21 Apr 2017]. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/www.moh.gov.sg\/content\/moh_web\/home\/statistics\/infectiousDiseasesStatistics\/weekly_infectiousdiseasesbulletin.html\" xlink:type=\"simple\">https:\/\/www.moh.gov.sg\/content\/moh_web\/home\/statistics\/infectiousDiseasesStatistics\/weekly_infectiousdiseasesbulletin.html<\/ext-link>"},{"key":"ref56","unstructured":"Ong B. Communicable Diseases Surveillance in Singapore 2015. In: Communicable Diseases Surveillance in Singapore 2015 [Internet]. 11 Nov 2016 [cited 31 May 2017]. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/www.moh.gov.sg\/content\/moh_web\/home\/Publications\/Reports\/2016\/communicable-diseases-surveillance-in-singapore-2015.html\" xlink:type=\"simple\">https:\/\/www.moh.gov.sg\/content\/moh_web\/home\/Publications\/Reports\/2016\/communicable-diseases-surveillance-in-singapore-2015.html<\/ext-link>"},{"key":"ref57","doi-asserted-by":"crossref","first-page":"e1258","DOI":"10.1371\/journal.pntd.0001258","article-title":"Prediction of Dengue Incidence Using Search Query Surveillance","volume":"5","author":"BM Althouse","year":"2011","journal-title":"PLoS Negl Trop Dis"},{"key":"ref58","unstructured":"Mattingly PF. Contributions to the mosquito fauna of Southeast Asia. XII. Illustrated keys to the genera of mosquitoes (Diptera, Culicidae). SMITHSONIAN INSTITUTION WASHINGTON DC; 1971."},{"key":"ref59","unstructured":"Huang Y-M. A pictorial key to the mosquito genera of the world, including subgenera of Aedes and Ochlerotatus (Diptera: Culicidae). CISInsecta Koreana. 2002;19."},{"key":"ref60","doi-asserted-by":"crossref","unstructured":"Rueda LM. Pictorial keys for the identification of mosquitoes (Diptera: Culicidae) associated with dengue virus transmission. Walter Reed Army Inst Of Research Washington Dc Department Of Entomology; 2004.","DOI":"10.11646\/zootaxa.589.1.1"},{"key":"ref61","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1002\/2017GH000080","article-title":"Patterns of urban housing shape dengue distribution in Singapore at neighborhood and country scales","volume":"2","author":"OM Seidahmed","year":"2018","journal-title":"GeoHealth"},{"key":"ref62","unstructured":"National Environment Agency, Singapore. Historical Daily Records [Internet]. [cited 21 Apr 2017]. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/www.nea.gov.sg\/weather-climate\/climate\/historical-daily-records\" xlink:type=\"simple\">http:\/\/www.nea.gov.sg\/weather-climate\/climate\/historical-daily-records<\/ext-link>"},{"key":"ref63","doi-asserted-by":"crossref","first-page":"1015","DOI":"10.1175\/2010BAMS3001.1","article-title":"The NCEP climate forecast system reanalysis","volume":"91","author":"S Saha","year":"2010","journal-title":"Bull Am Meteorol Soc"},{"key":"ref64","unstructured":"Climate Prediction Center (CPC)Oceanic Nino Index\u2014Data.gov [Internet]. [cited 23 Jan 2018]. <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/catalog.data.gov\/dataset\/climate-prediction-center-cpcoceanic-nino-index\" xlink:type=\"simple\">https:\/\/catalog.data.gov\/dataset\/climate-prediction-center-cpcoceanic-nino-index<\/ext-link>"},{"key":"ref65","doi-asserted-by":"crossref","first-page":"2771","DOI":"10.1175\/1520-0477(1997)078<2771:TDOENO>2.0.CO;2","article-title":"The definition of el nino","volume":"78","author":"KE Trenberth","year":"1997","journal-title":"Bull Am Meteorol Soc"},{"key":"ref66","doi-asserted-by":"crossref","first-page":"911","DOI":"10.1175\/JCLI-D-14-00006.1","article-title":"Extended Reconstructed Sea Surface Temperature Version 4 (ERSST.v4). Part I: Upgrades and Intercomparisons","volume":"28","author":"B Huang","year":"2014","journal-title":"J Clim"},{"key":"ref67","doi-asserted-by":"crossref","first-page":"3119","DOI":"10.1175\/JCLI-D-15-0430.1","article-title":"Further Exploring and Quantifying Uncertainties for Extended Reconstructed Sea Surface Temperature (ERSST) Version 4 (v4)","volume":"29","author":"B Huang","year":"2015","journal-title":"J Clim"},{"key":"ref68","doi-asserted-by":"crossref","first-page":"931","DOI":"10.1175\/JCLI-D-14-00007.1","article-title":"Extended Reconstructed Sea Surface Temperature Version 4 (ERSST.v4): Part II. Parametric and Structural Uncertainty Estimations","volume":"28","author":"W Liu","year":"2014","journal-title":"J Clim"},{"key":"ref69","doi-asserted-by":"crossref","DOI":"10.18637\/jss.v045.i03","article-title":"mice: Multivariate imputation by chained equations in R","volume":"45","author":"S Buuren","year":"2011","journal-title":"J Stat Softw"},{"key":"ref70","doi-asserted-by":"crossref","first-page":"2663","DOI":"10.5194\/hessd-2-2663-2005","article-title":"A Bayesian decision approach to rainfall thresholds based flood warning","volume":"2","author":"MLV Martina","year":"2005","journal-title":"Hydrol Earth Syst Sci Discuss"},{"key":"ref71","doi-asserted-by":"crossref","unstructured":"Olson DL. Data Set Balancing. Data Mining and Knowledge Management. Springer, Berlin, Heidelberg; 2005. pp. 71\u201380. 10.1007\/978-3-540-30537-8_8","DOI":"10.1007\/978-3-540-30537-8_8"},{"key":"ref72","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1007\/s00484-004-0242-2","article-title":"Meteorological effects on adult mosquito (Culex) populations in metropolitan New Jersey","volume":"49","author":"AT DeGaetano","year":"2005","journal-title":"Int J Biometeorol"},{"key":"ref73","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1111\/j.1365-2915.2009.00839.x","article-title":"Seasonal abundance of anopheline mosquitoes and their association with rainfall and malaria along the Matapi River, Amapi, Brazil","volume":"23","author":"AKR Galardo","year":"2009","journal-title":"Med Vet Entomol"},{"key":"ref74","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1186\/1756-3305-6-129","article-title":"Predicting Culex pipiens\/restuans population dynamics by interval lagged weather data","volume":"6","author":"K Lebl","year":"2013","journal-title":"Parasit Vectors"},{"key":"ref75","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1093\/jmedent\/43.2.393","article-title":"Characterizing population dynamics of Aedes sollicitans (Diptera: Culicidae) using meteorological data","volume":"43","author":"SM Shone","year":"2014","journal-title":"J Med Entomol"},{"key":"ref76","doi-asserted-by":"crossref","first-page":"1190","DOI":"10.1111\/j.1365-3156.2010.02592.x","article-title":"The development of predictive tools for pre-emptive dengue vector control: a study of Aedes aegypti abundance and meteorological variables in North Queensland, Australia","volume":"15","author":"AH Azil","year":"2010","journal-title":"Trop Med Int Health"},{"key":"ref77","doi-asserted-by":"crossref","first-page":"2224","DOI":"10.1002\/sim.3940","article-title":"Distributed lag non-linear models","volume":"29","author":"A Gasparrini","year":"2010","journal-title":"Stat Med"},{"key":"ref78","doi-asserted-by":"crossref","first-page":"1664","DOI":"10.1016\/S0140-6736(05)65737-6","article-title":"Dengue fever epidemics in the South Pacific: driven by El Nino Southern Oscillation?","volume":"348","author":"S Hales","year":"1996","journal-title":"The Lancet"},{"key":"ref79","first-page":"99","article-title":"El Ni\u00f1o and the dynamics of vectorborne disease transmission","volume":"107","author":"S Hales","year":"1999","journal-title":"Environ Health Perspect"},{"key":"ref80","doi-asserted-by":"crossref","first-page":"35","DOI":"10.3354\/cr019035","article-title":"Dengue epidemics and the El Ni\u00f1o southern oscillation","volume":"19","author":"AS Gagnon","year":"2001","journal-title":"Clim Res"},{"key":"ref81","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1093\/aje\/kwi157","article-title":"Are the acute effects of particulate matter on mortality in the National Morbidity, Mortality, and Air Pollution Study the result of inadequate control for weather and season? A sensitivity analysis using flexible distributed lag models","volume":"162","author":"LJ Welty","year":"2005","journal-title":"Am J Epidemiol"},{"key":"ref82","doi-asserted-by":"crossref","first-page":"1179","DOI":"10.1017\/S0950268809002052","article-title":"Assessing the effects of temperature on dengue transmission","volume":"137","author":"HM Yang","year":"2009","journal-title":"Epidemiol Infect"},{"key":"ref83","doi-asserted-by":"crossref","first-page":"1188","DOI":"10.1017\/S0950268809002040","article-title":"Assessing the effects of temperature on the population of Aedes aegypti, the vector of dengue","volume":"137","author":"HM Yang","year":"2009","journal-title":"Epidemiol Infect"},{"key":"ref84","doi-asserted-by":"crossref","first-page":"143","DOI":"10.4269\/ajtmh.1987.36.143","article-title":"Effect of temperature on the vector efficiency of Aedes aegypti for dengue 2 virus","volume":"36","author":"DM Watts","year":"1987","journal-title":"Am J Trop Med Hyg"},{"key":"ref85","doi-asserted-by":"crossref","first-page":"11","DOI":"10.4269\/ajtmh.2000.62.11","article-title":"Transmission thresholds for dengue in terms of Aedes aegypti pupae per person with discussion of their utility in source reduction efforts","volume":"62","author":"DA Focks","year":"2000","journal-title":"Am J Trop Med Hyg"},{"key":"ref86","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1111\/j.1365-2486.2011.02522.x","article-title":"Nonlinear impacts of climatic variability on the density-dependent regulation of an insect vector of disease","volume":"18","author":"LF Chaves","year":"2012","journal-title":"Glob Change Biol"},{"key":"ref87","doi-asserted-by":"crossref","first-page":"390","DOI":"10.3376\/1081-1710(2006)31[390:AASADT]2.0.CO;2","article-title":"Aedes aegypti survival and dengue transmission patterns in French Guiana","volume":"31","author":"F Fouque","year":"2006","journal-title":"J Vector Ecol"},{"key":"ref88","doi-asserted-by":"crossref","first-page":"1244","DOI":"10.1017\/S095026881100183X","article-title":"Meteorological factors and El Nino Southern Oscillation are independently associated with dengue infections","volume":"140","author":"A Earnest","year":"2012","journal-title":"Epidemiol Infect"},{"key":"ref89","doi-asserted-by":"crossref","first-page":"88","DOI":"10.4269\/ajtmh.13-0617","article-title":"Impact of climate and mosquito vector abundance on sylvatic arbovirus circulation dynamics in Senegal","volume":"92","author":"BM Althouse","year":"2015","journal-title":"Am J Trop Med Hyg"},{"key":"ref90","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1186\/s12936-017-1706-2","article-title":"Describing interaction effect between lagged rainfalls on malaria: an epidemiological study in south\u2013west China","volume":"16","author":"Y Wu","year":"2017","journal-title":"Malar J"},{"key":"ref91","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1093\/oxfordjournals.aje.a115630","article-title":"The effects of sensitivity and specificity of case selection on validity, sample size, precision, and power in hospital-based case-control studies","volume":"132","author":"H Brenner","year":"1990","journal-title":"Am J Epidemiol"}],"container-title":["PLOS Neglected Tropical Diseases"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/dx.plos.org\/10.1371\/journal.pntd.0006935","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,13]],"date-time":"2024-07-13T02:48:24Z","timestamp":1720838904000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pntd.0006935"}},"subtitle":[],"editor":[{"given":"Robert C","family":"Reiner","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2018,12,6]]},"references-count":91,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2018,12,6]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pntd.0006935","relation":{},"ISSN":["1935-2735"],"issn-type":[{"value":"1935-2735","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,12,6]]}}}