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Climate-driven endemic cholera is modulated by human mobility in a megacity

机译:气候驱动的地方性霍乱是由大城市中的人类流动调节的

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摘要

Although a differential sensitivity of cholera dynamics to climate variability has been reported in the spatially heterogeneous megacity of Dhaka, Bangladesh, the specific patterns of spread of the resulting risk within the city remain unclear. We build on an established probabilistic spatial model to investigate the importance and role of human mobility in modulating spatial cholera transmission. Mobility fluxes were inferred using a straightforward and generalizable methodology that relies on mapping population density based on a high resolution urban footprint product, and a parameter-free human mobility model. In accordance with previous findings, we highlight the higher sensitivity to the El Niño Southern Oscillation (ENSO) in the highly populated urban center than in the more rural periphery. More significantly, our results show that cholera risk is largely transmitted from the climate-sensitive core to the periphery of the city, with implications for the planning of control efforts. In addition, including human mobility improves the outbreak prediction performance of the model with an 11 month lead. The interplay between climatic and human mobility factors in cholera transmission is discussed from the perspective of the rapid growth of megacities across the developing world.
机译:尽管在孟加拉国达卡的空间异质特大城市中已报告了霍乱动力学对气候变化的不同敏感性,但尚不清楚城市中由此产生的风险扩散的具体模式。我们建立在一个已建立的概率空间模型上,以研究人类活动在调节霍乱传播中的重要性和作用。流动通量是使用一种简单易行的通用方法得出的,该方法依赖于基于高分辨率城市足迹产品和无参数人类流动模型的人口密度图。根据先前的研究结果,我们强调指出,在人口稠密的城市中心地区,对厄尔尼诺南方涛动(ENSO)的敏感性要高于农村地区。更重要的是,我们的结果表明,霍乱风险主要从对气候敏感的核心地区传播到城市外围地区,这对控制措施的规划产生了影响。此外,包括人类机动性在内,提前11个月改进了模型的爆发预测性能。从发展中世界特大城市的快速增长的角度讨论了霍乱传播中的气候和人类流动因素之间的相互作用。

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