论文标题

通过分析危地马拉的初次爆发,COVID-19区域波和传播风险评估

COVID-19 Regional Waves and Spread Risk Assessment through the Analysis of the Initial Outbreak in Guatemala

论文作者

Ponciano, Juan Adolfo, Chang, Juan Diego, Abdalah, Mariela, Facey, Kevin, Ponciano, José Miguel

论文摘要

COVID-19大流行病的初步激增于2020年3月。在一个乡村规模上,流行病经历了一个相当知名且可区分的初始阶段,达到了2020年7月中旬的高峰。但是,详细的情况更多地参与其中,并且反映了基于社会效率的流行性动力学的相互性差异,这是社会上的动机。对区域流行曲线进行分类并识别区域COVID-19的主要枢纽可以有助于定义基于证据的风险图,以供未来的传染病爆发具有相似的传播性能。在这项工作中,我们对危地马拉注册的初始流行期进行区域波分解,并将理查兹现象学模型与其估计模型参数的多元定序技术一起吸引了全国性的第一个流行病学波浪的图片。通过探索模型空间参数中的相似性,我们追踪了分布在全国各地的疾病的路线。我们评估了所提出的分类能够帮助定义包括早期阶段焦点,主要枢纽和次要进展区域的区域风险层次结构。

The initial surge of the COVID-19 pandemic hit Guatemala on March 2020. On a country scale, the epidemic has undergone a fairly well-known and distinguishable initial phase, reaching its peak on mid July 2020. However, the detailed picture is more involved and reflects inter-regional variations in the epidemic dynamics, presumably grounded on socio-demographic, connectivity, and human mobility factors. Classifying the regional epidemic curves and identifying the major hubs of regional COVID-19 spread can contribute towards defining an evidence-based risk map for future outbreaks of infectious diseases with similar transmissibility properties. In this work, we make a regional wave decomposition of the initial epidemic phase registered in Guatemala, and we use the Richards phenomenological model alongside multivariate ordination techniques of its estimated model parameters to draw a countrywide picture of the first epidemiological wave. By exploring similarities in the model space parameters, we traced routes for the disease spread across the country. We evaluated how well the proposed classification can help to define a regional risk hierarchy comprising early stage focal points, major hubs, and secondary regions of epidemic progression.

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