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首页> 外文期刊>The American Journal of Tropical Medicine and Hygiene >Disentangling the effect of local and global spatial variation on a mosquito-borne infection in a neotropical heterogeneous environment.
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Disentangling the effect of local and global spatial variation on a mosquito-borne infection in a neotropical heterogeneous environment.

机译:区分局部和全局空间变化对新热带异质环境中蚊媒感染的影响。

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摘要

Mosquito-borne pathogen transmission exhibits spatial-temporal variability caused by ecological interactions acting at different scales. We used local spatial statistics and geographically weighted regression (GWR) to determine the spatial pattern of malaria incidence and persistence in northeastern Venezuela. Seven to 11 hot spots of malaria transmission were detected by using local spatial statistics, although disease persistence was explained only for four of those hot spots. The GWR models greatly improved predictions of malaria risk compared with ordinary least squares (OLS) regression models. Malaria incidence was largely explained by the proximity to and number of Anopheles aquasalis habitats nearby (1-3 km), and low-elevation terrains. Disease persistence was associated with greater human population density, lower elevations, and proximity to aquatic habitats. However, there was significant local spatial variation in the relationship between malaria and environmental variables. Spatial modeling improves the understanding of the causal factors operating at several scales in the transmission of malaria.
机译:蚊媒病原体的传播表现出时空变异性,这是由不同规模的生态相互作用引起的。我们使用本地空间统计数据和地理加权回归(GWR)来确定委内瑞拉东北部疟疾发病率和持久性的空间格局。利用局部空间统计数据发现了7至11个疟疾传播热点,尽管仅对其中四个热点解释了疾病持久性。与普通最小二乘(OLS)回归模型相比,GWR模型大大改善了对疟疾风险的预测。疟疾的发病率很大程度上是由于附近(1-3公里)的水生按蚊栖息地的数量和附近以及低海拔地形所致。疾病的持久性与人口密度增加,海拔降低和靠近水生栖息地有关。但是,疟疾与环境变量之间的关系存在明显的局部空间变化。空间建模可以提高对疟疾传播中几个尺度上的因果关系的理解。

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