IGSNRR OpenIR
Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors
Huang, Da-Cang1,2,3; Wang, Jin-Feng1,3,4
2018-01-15
Source PublicationSCIENCE OF THE TOTAL ENVIRONMENT
ISSN0048-9697
Volume612Pages:1293-1299
Corresponding AuthorWang, Jin-Feng(wangjf@Lreis.ac.cn)
AbstractHand, foot and mouth disease (HFMD) has been recognized as a significant public health threat and poses a tremendous challenge to disease control departments. To date, the relationship between meteorological factors and HFMD has been documented, and public interest of disease has been proven to be trackable from the Internet. However, no study has explored the combination of these two factors in the monitoring of HFMD. Therefore, the main aim of this study was to develop an effective monitoring model of HFMD in Guangzhou, China by utilizing historical HFMD cases, Internet-based search engine query data and meteorological factors. To this end, a case study was conducted in Guangzhou, using a network-based generalized additive model (GAM) including all factors related to HFMD. Three other models were also constructed using some of the variables for comparison. The results suggested that the model showed the best estimating ability when considering all of the related factors. (C) 2017 Elsevier B.V. All rights reserved.
KeywordHFMD Meteorological factors Search engine query data Combination GAM Monitoring
DOI10.1016/j.scitotenv.2017.09.017
WOS KeywordEMERGING INFECTIOUS-DISEASES ; INFLUENZA-A H7N9 ; BIG DATA ; DIGITAL EPIDEMIOLOGY ; ENTEROVIRUS 71 ; CHINA ; SINGAPORE ; OUTBREAK ; SURVEILLANCE ; COXSACKIEVIRUS
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foundation of China[41421001] ; National Natural Science Foundation of China[41531179] ; MOST[2014FY121100] ; MOST[2016YFC1302504]
Funding OrganizationNational Natural Science Foundation of China ; MOST
WOS Research AreaEnvironmental Sciences & Ecology
WOS SubjectEnvironmental Sciences
WOS IDWOS:000413313700126
PublisherELSEVIER SCIENCE BV
Citation statistics
Document Type期刊论文
Identifierhttp://ir.igsnrr.ac.cn/handle/311030/61108
Collection中国科学院地理科学与资源研究所
Corresponding AuthorWang, Jin-Feng
Affiliation1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
2.Chinese Ctr Dis Control & Prevent, Key Lab Surveillance & Early Warning Infect Dis, Beijing 102206, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
4.Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China
Recommended Citation
GB/T 7714
Huang, Da-Cang,Wang, Jin-Feng. Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors[J]. SCIENCE OF THE TOTAL ENVIRONMENT,2018,612:1293-1299.
APA Huang, Da-Cang,&Wang, Jin-Feng.(2018).Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors.SCIENCE OF THE TOTAL ENVIRONMENT,612,1293-1299.
MLA Huang, Da-Cang,et al."Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors".SCIENCE OF THE TOTAL ENVIRONMENT 612(2018):1293-1299.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Huang, Da-Cang]'s Articles
[Wang, Jin-Feng]'s Articles
Baidu academic
Similar articles in Baidu academic
[Huang, Da-Cang]'s Articles
[Wang, Jin-Feng]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Huang, Da-Cang]'s Articles
[Wang, Jin-Feng]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

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