Abatzoglou JT (2013) Development of gridded surface meteorological data for ecological applications and modelling. Int J Climatol 33(1):121–131
Article
Google Scholar
Basile L, de la Fuente MO, Torner N, Martínez A, Jané M (2018) Real-time predictive seasonal influenza model in Catalonia, Spain. PLoS One 13(3):e0193651
Article
CAS
Google Scholar
Butler D (2013) When Google got flu wrong. Nature 494(7436):155–156
CAS
Article
Google Scholar
Carlson SJ, Dalton CB, Tuyl FA, Durrheim DN, Fejsa J, Muscatello DJ, Francis J, d’Espaignet ET (2009) Flutracking surveillance: comparing 2007 New South Wales results with laboratory confirmed influenza notifications. Communicable diseases intelligence quarterly report 33(3):323–327
Google Scholar
Chan EH, Brewer TF, Madoff LC, Pollack MP, Sonricker AL, Keller M, Freifeld CC, Blench M, Mawudeku A, Brownstein JS (2010) Global capacity for emerging infectious disease detection. Proc Natl Acad Sci 107(50):21701–21706
CAS
Article
Google Scholar
Choi J, Cho Y, Shim E, Woo H (2016) Web-based infectious disease surveillance systems and public health perspectives: a systematic review. BMC Public Health 16(1):1238
Article
Google Scholar
Choisy M, Rohani P (2012) Changing spatial epidemiology of pertussis in continental USA. Proc R Soc Lond B Biol Sci 279(1747):4574–4581
Google Scholar
Chunara R, Freifeld CC, Brownstein JS (2012) New technologies for reporting real-time emergent infections. Parasitology 139(14):1843–1851
Article
Google Scholar
Cordeiro R, Donalisio MR, Andrade VR, Mafra AC, Nucci LB, Brown JC, Stephan C (2011) Spatial distribution of the risk of dengue fever in southeast Brazil, 2006-2007. BMC Public Health 11(1):355
Article
Google Scholar
Corley CD, Cook DJ, Mikler AR, Singh KP (2010) Using Web and social media for influenza surveillance. Advances in computational biology, Springer, pp 559–564
Google Scholar
Ebi KL, Nealon J (2016) Dengue in a changing climate. Environ Res 151:115–123
CAS
Article
Google Scholar
Eisen L, Eisen RJ (2011) Using geographic information systems and decision support systems for the prediction, prevention, and control of vector-borne diseases. Annu Rev Entomol 56:41–61
CAS
Article
Google Scholar
Eitan O, Barchana M, Dubnov J, Linn S, Carmel Y, Broday DM (2010) Spatial analysis of air pollution and cancer incidence rates in Haifa Bay, Israel. Sci Total Environ 408(20):4429–4439
CAS
Article
Google Scholar
Epstein PR (2000) Is global warming harmful to health? Sci Am 283(2):50–57
CAS
Article
Google Scholar
Gandomi A, Haider M (2015) Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manag 35(2):137–144
Article
Google Scholar
Ginsberg J, Mohebbi MH, Patel RS, Brammer L, Smolinski MS, Brilliant L (2009) Detecting influenza epidemics using search engine query data. Nature 457(7232):1012–1014
CAS
Article
Google Scholar
Grassly NC, Fraser C (2006) Seasonal infectious disease epidemiology. Proc R Soc Lond B Biol Sci 273(1600):2541–2550
Google Scholar
Gryn JM, Wildes RP, Tsotsos JK (2009) Detecting motion patterns via direction maps with application to surveillance. Comput Vis Image Underst 113(2):291–307
Article
Google Scholar
Guy S, Ratzki-Leewing A, Bahati R, Gwadry-Sridhar F (2012) Social media: a systematic review to understand the evidence and application in infodemiology. Lect Notes Inst Comput Sci Soc Inform Telecomm Eng 91:1–8
Google Scholar
He G, Chen Y, Chen B, Wang H, Shen L, Liu L, Suolang D, Zhang B, Ju G, Zhang L (2018) Using the Baidu Search Index to predict the incidence of HIV/AIDS in China. Sci Rep 8(1):9038
Article
CAS
Google Scholar
Internet World Stats (2017) Internet users in the world by regions-2017 Q2. http://www.internetworldstats.com/stats.htm.
Jiang W, Han SW, Tsui KL, Woodall WH (2011) Spatiotemporal surveillance methods in the presence of spatial correlation. Stat Med 30(5):569–583
Article
Google Scholar
Knope KE, Muller M, Kurucz N, Doggett SL, Feldman R, Johansen CA, Hobby M (2016) 2013–14: Annual report of the National Arbovirus And Malaria Advisory Committee. Commun Dis Intell 40(3):E401–E436
Google Scholar
Koelle K, Cobey S, Grenfell B, Pascual M (2006) Epochal evolution shapes the phylodynamics of interpandemic influenza A (H3N2) in humans. Science 314(5807):1898–1903
CAS
Article
Google Scholar
Lazer D, Kennedy R, King G, Vespignani A (2014) The parable of Google Flu: traps in big data analysis. Science 343(6176):1203–1205
CAS
Article
Google Scholar
Li Z, Liu T, Zhu G, Lin H, Zhang Y, He J, Deng A, Peng Z, Xiao J, Rutherford S (2017) Dengue Baidu Search Index data can improve the prediction of local dengue epidemic: a case study in Guangzhou, China. PLoS Negl Trop Dis 11(3):e0005354
Article
Google Scholar
Liu K, Huang S, Miao Z-P, Chen B, Jiang T, Cai G, Jiang Z, Chen Y, Wang Z, Gu H (2017) Identifying potential norovirus epidemics in China via Internet surveillance. J Med Internet Res 19(8):e282
Article
Google Scholar
McIver DJ, Brownstein JS (2014) Wikipedia usage estimates prevalence of influenza-like illness in the United States in near real-time. PLoS Comput Biol 10(4):e1003581
Article
CAS
Google Scholar
Milinovich GJ, Magalhães RJS, Hu W (2015) Role of big data in the early detection of Ebola and other emerging infectious diseases. Lancet Glob Health 3(1):e20–e21
Article
Google Scholar
Moher D, Liberati A, Tetzlaff J, Altman DG, Group P (2009) Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med 6(7):e1000097
Article
Google Scholar
Nagar R, Yuan Q, Freifeld CC, Santillana M, Nojima A, Chunara R, Brownstein JS (2014) A case study of the New York City 2012-2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives. J Med Internet Res 16(10):e236
Article
Google Scholar
O’Shea J (2017) Digital disease detection: a systematic review of event-based internet biosurveillance systems. Int J Med Inform 101:15–22
Article
Google Scholar
Özkan Ş, Vitali A, Lacetera N, Amon B, Bannink A, Bartley DJ, Blanco-Penedo I, De Haas Y, Dufrasne I, Elliott J (2016) Challenges and priorities for modelling livestock health and pathogens in the context of climate change. Environ Res 151:130–144
Article
CAS
Google Scholar
Paz S, Bisharat N, Paz E, Kidar O, Cohen D (2007) Climate change and the emergence of Vibrio vulnificus disease in Israel. Environ Res 103(3):390–396
CAS
Article
Google Scholar
Perrotta D, Bella A, Rizzo C, Paolotti D (2017) Participatory online surveillance as a supplementary tool to sentinel doctors for influenza-like illness surveillance in Italy. PLoS One 12(1):e0169801
Article
CAS
Google Scholar
Pervaiz F, Pervaiz M, Rehman NA, Saif U (2012) FluBreaks: early epidemic detection from Google flu trends. J Med Internet Res 14(5):e125
Article
Google Scholar
Project TS (2011) Assessment of syndromic surveillance in Europe. Lancet 378(9806):1833–1834
Article
Google Scholar
Racloz V, Griot C, Stärk K (2006) Sentinel surveillance systems with special focus on vector-borne diseases. Anim Health Res Rev 7(1-2):71–79
CAS
Article
Google Scholar
Rushton G, Elmes G, McMaster R (2000) Considerations for improving geographic information system research in public health. URISA-WASHINGTON DC 12(2):31–50
Google Scholar
Shaman J, Kandula S, Yang W, Karspeck A (2017) The use of ambient humidity conditions to improve influenza forecast. PLoS Comput Biol 13(11):e1005844
Article
CAS
Google Scholar
Varga C, Pearl DL, McEwen SA, Sargeant JM, Pollari F, Guerin MT (2013) Evaluating area-level spatial clustering of Salmonella Enteritidis infections and their socioeconomic determinants in the greater Toronto area, Ontario, Canada (2007–2009): a retrospective population-based ecological study. BMC Public Health 13(1):1078
Article
Google Scholar
Vayena E, Salathé M, Madoff LC, Brownstein JS (2015) Ethical challenges of big data in public health. PLoS Comput Biol 11(2):e1003904
Article
CAS
Google Scholar
Watson RT, Zinyowera MC, Moss RH, Dokken DJ (2001) IPCC Special Report on the regional impacts of climate change: an assessment of vulnerability. IPCC Secretariat,
Weng TC, Chan TC, Lin HT, Chang CKJ, Wang WW, Li ZRT, Cheng H-Y, Chu Y-R, Chiu AW-H, Yen M-Y (2015) Early Detection for cases of enterovirus-and influenza-like illness through a newly established school-based syndromic surveillance system in Taipei, January 2010~ August 2011. PLoS One 10(4):e0122865
Article
CAS
Google Scholar
Wu X, Tian H, Zhou S, Chen L, Xu B (2014) Impact of global change on transmission of human infectious diseases. Sci China Earth Sci 57(2):189–203
Article
Google Scholar
Yang W, Li Z, Lan Y, Wang J, Ma J, Jin L, Sun Q, Lv W, Lai S, Liao Y (2011) A nationwide web-based automated system for early outbreak detection and rapid response in China. Western Pacific Surveillance and Response 2(1):10–15
Article
Google Scholar
Zhang H, Li Z, Lai S, Clements AC, Wang L, Yin W, Zhou H, Yu H, Hu W, Yang W (2014) Evaluation of the performance of a dengue outbreak detection tool for China. PLoS One 9(8):e106144
Article
Google Scholar
Zhang Y, Milinovich G, Xu Z, Bambrick H, Mengersen K, Tong S, Hu W (2017) Monitoring pertussis infections using internet search queries. Sci Rep 7(1):10437
Article
CAS
Google Scholar
Zhang Y, Bambrick H, Mengersen K, Tong S, Hu W (2018) Using Google Trends and ambient temperature to predict seasonal influenza outbreaks. Environ Int 117:284–291
Article
Google Scholar