Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors

doi:10.1016/j.scitotenv.2017.09.017

	Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors
	Huang, Da-Cang 1,2,3; Wang, Jin-Feng 1,3,4
刊名	SCIENCE OF THE TOTAL ENVIRONMENT
	2018-01-15
卷号	612 页码:1293-1299
关键词	HFMD Meteorological factors Search engine query data Combination GAM Monitoring
ISSN号	0048-9697
DOI	10.1016/j.scitotenv.2017.09.017
通讯作者	Wang, Jin-Feng(wangjf@Lreis.ac.cn)
英文摘要	Hand, 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.
资助项目	National Natural Science Foundation of China[41421001] ; National Natural Science Foundation of China[41531179] ; MOST[2014FY121100] ; MOST[2016YFC1302504]
WOS关键词	EMERGING INFECTIOUS-DISEASES ; INFLUENZA-A H7N9 ; BIG DATA ; DIGITAL EPIDEMIOLOGY ; ENTEROVIRUS 71 ; CHINA ; SINGAPORE ; OUTBREAK ; SURVEILLANCE ; COXSACKIEVIRUS
WOS研究方向	Environmental Sciences & Ecology
语种	英语
出版者	ELSEVIER SCIENCE BV
WOS记录号	WOS:000413313700126
资助机构	National Natural Science Foundation of China ; MOST
内容类型	期刊论文
源URL	[http://ir.igsnrr.ac.cn/handle/311030/61107]
专题	中国科学院地理科学与资源研究所
通讯作者	Wang, Jin-Feng
作者单位	1.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
推荐引用方式 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.