Abstract
This research aims to uncover how the association between social determinants of health and COVID-19 cases and fatality rate have changed across time and space. To begin to understand these associations and show the benefits of analysing temporal and spatial variations in COVID-19, we utilized Geographically Weighted Regression (GWR). The results emphasize the advantages for using GWR in data with a spatial component, while showing the changing spatiotemporal magnitude of association between a given social determinant and cases or fatalities. While previous research has demonstrated the merits of GWR for spatial epidemiology, our study fills a gap in the literature, by examining a suite of variables across time to reveal how the pandemic unfolded across the US at a county-level spatial scale. The results speak to the importance of understanding the local effects that a social determinant may have on populations at the county level. From a public health perspective, these results can be used for an understanding of the disproportionate disease burden felt by different populations, while upholding and building upon trends observed in epidemiological literature.
Subject
Health Policy,Geography, Planning and Development,Health (social science),Medicine (miscellaneous)
Reference39 articles.
1. Abedi V, Olulana O, Avula V, Chaudhary D, Khan A, Shahjouei S, Li J, Zand R, 2021. Racial, Economic, and Health Inequity and COVID-19 Infection in the United States. J Racial Ethn Health Disparities 8:732-42.
2. Adhikari S, Pantaleo N, Feldman J, Ogedegbe O, Thorpe L, Troxel A, 2020. Assessment of Community-Level Disparities in Coronavirus Disease 2019 (COVID-19) Infections and Deaths in Large US Metropolitan Areas. JAMA Netw Open 3:e2016938.
3. Albrecht D, 2022. Vaccination, politics, and COVID-19 impacts. BMC Public Health 22:317.
4. Bernal J, Andrews N, Gower C, Phil D, Gallagher E, Simmons R, Thelwall S, Stowe J, Tessier E, Groves N, Debrera G, Myers R, Campbell C, Amirthalingam G, Edmunds M, Zambon M, Brown K, Hopkins S, Chand M, Ramsay M, 2021. Effectiveness of COVID-19 vaccines against the B.1.617.2 (Delta) Variant. N Engl J Med 7:585-94.
5. Brunsdon C, Charlton M, Harris P, 2012. Living with collinearity in local regression models. In Proceedings of the Tenth International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Sciences, 6. Available from: https://www.geos.ed.ac.uk/~gisteac/proceedingsonline/GISRUK2012/Papers/presentation-9.pdf
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献