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地理加权回归模型在分析影响新冠疫情传播的物理、社会和经济因素中的应用

Geographically weighted regression model for physical, social, and economic factors affecting the COVID-19 pandemic spreading.

机构信息

Department of Architecture Engineering, Wasit University, Al Kut, Iraq.

Center of Urban and Regional Planning for Postgraduate Studies, Department of Urban Planning, University of Baghdad, Baghdad, Iraq.

出版信息

Environ Sci Pollut Res Int. 2022 Jul;29(34):51507-51520. doi: 10.1007/s11356-022-18564-w. Epub 2022 Mar 4.

Abstract

This study aims to analyze the spatial distribution of the epidemic spread and the role of the physical, social, and economic characteristics in this spreading. A geographically weighted regression (GWR) model was built within a GIS environment using infection data monitored by the Iraqi Ministry of Health records for 10 months from March to December 2020. The factors adopted in this model are the size of urban interaction areas and human gatherings, movement level and accessibility, and the volume of public services and facilities that attract people. The results show that it would be possible to deal with each administrative unit in proportion to its circumstances in light of the factors that appear in it. So, there will not be a single treatment for all areas with different urban characteristics, which sometimes helps not to stop social and economic life due to the imposition of a comprehensive ban on movement and activities. Therefore, there will be other supportive policies other than the ban, depending on the urban indicators for each region, such as reducing external movement from it or relying on preventing public activities only.

摘要

本研究旨在分析疫情传播的空间分布以及物理、社会和经济特征在传播中的作用。利用 2020 年 3 月至 12 月伊拉克卫生部记录的感染数据,在 GIS 环境中构建了一个地理加权回归(GWR)模型。该模型采用的因素包括城市互动区域和人群的规模、流动水平和可达性,以及吸引人群的公共服务和设施的数量。结果表明,可以根据每个行政区内出现的因素,按比例对其进行处理。因此,对于具有不同城市特征的所有地区,不会采用一刀切的处理方式,这有时有助于避免由于全面禁止流动和活动而导致社会和经济生活停止。因此,除了禁令之外,还将根据每个地区的城市指标制定其他支持性政策,例如减少从该地区的外部流动,或仅依靠防止公共活动。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2cd9/9288386/51885e6fc3bb/11356_2022_18564_Fig1_HTML.jpg

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