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A spatial scan statistic for nonisotropic two-level risk cluster
Li, Xiaozhou(李小洲); Wang, JF; Yang, WZ; Li, ZJ; Lai, SJ
2012
Source PublicationSTATISTICS IN MEDICINE
Volume31Issue:2Pages:177-187
Corresponding AuthorWang, JF
AbstractSpatial scan statistic methods are commonly used for geographical disease surveillance and cluster detection. The standard spatial scan statistic does not model any variability in the underlying risks of subregions belonging to a detected cluster. For a multilevel risk cluster, the isotonic spatial scan statistic could model a centralized high-risk kernel in the cluster. Because variations in disease risks are anisotropic owing to different social, economical, or transport factors, the real high-risk kernel will not necessarily take the central place in a whole cluster area. We propose a spatial scan statistic for a nonisotropic two-level risk cluster, which could be used to detect a whole cluster and a noncentralized high-risk kernel within the cluster simultaneously. The performance of the three methods was evaluated through an intensive simulation study. Our proposed nonisotropic two-level method showed better power and geographical precision with two-level risk cluster scenarios, especially for a noncentralized high-risk kernel. Our proposed method is illustrated using the handfootmouth disease data in Pingdu City, Shandong, China in May 2009, compared with two other methods. In this practical study, the nonisotropic two-level method is the only way to precisely detect a high-risk area in a detected whole cluster.
KeywordGeographical Disease Surveillance Hand-foot-mouth Disease Nonisotropic Two-level Risk Cluster Spatial Scan Statistic
Indexed BySCI
Language英语
Funding OrganizationMinistry of Science and Technology of the People's Republic of China (MOST), China 2009ZX1004-201 2008BA156B02 2006BAK01A13;National Nature Science Foundation of China (NSFC) 41023010;Chinese Academy of Sciences (CAS) XDA05090102
Document Type期刊论文
Identifierhttp://ir.igsnrr.ac.cn/handle/311030/8478
Collection研究生部
Corresponding AuthorWang, JF
Recommended Citation
GB/T 7714
Li, Xiaozhou,Wang, JF,Yang, WZ,et al. A spatial scan statistic for nonisotropic two-level risk cluster[J]. STATISTICS IN MEDICINE,2012,31(2):177-187.
APA Li, Xiaozhou,Wang, JF,Yang, WZ,Li, ZJ,&Lai, SJ.(2012).A spatial scan statistic for nonisotropic two-level risk cluster.STATISTICS IN MEDICINE,31(2),177-187.
MLA Li, Xiaozhou,et al."A spatial scan statistic for nonisotropic two-level risk cluster".STATISTICS IN MEDICINE 31.2(2012):177-187.
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