Monitoring hand, foot and mouth disease by combining search engine query data and meteorological factors
文献类型：期刊论文
| 作者 | Huang, Da-Cang2,3,4; Wang, Jin-Feng1,3,4 |
| 刊名 | SCIENCE OF THE TOTAL ENVIRONMENT
 |
| 出版日期 | 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. |
| WOS关键词 | EMERGING INFECTIOUS-DISEASES ; INFLUENZA-A H7N9 ; BIG DATA ; DIGITAL EPIDEMIOLOGY ; ENTEROVIRUS 71 ; CHINA ; SINGAPORE ; OUTBREAK ; SURVEILLANCE ; COXSACKIEVIRUS |
| 资助项目 | National Natural Science Foundation of China[41421001] ; National Natural Science Foundation of China[41531179] ; MOST[2014FY121100] ; MOST[2016YFC1302504] |
| WOS研究方向 | Environmental Sciences & Ecology |
| 语种 | 英语 |
| WOS记录号 | WOS:000413313700126 |
| 出版者 | ELSEVIER SCIENCE BV |
| 资助机构 | National Natural Science Foundation of China ; MOST |
| 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.Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China 2.Chinese Ctr Dis Control & Prevent, Key Lab Surveillance & Early Warning Infect Dis, Beijing 102206, Peoples R China 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China 4.Univ Chinese Acad Sci, Beijing 100049, 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. |
入库方式： OAI收割
来源：地理科学与资源研究所
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