COVID-19 Death Risk in Surabaya: Modeling by Spatial Point Process

Dora Isnaini Putri, Vanda Fitriyanah, Achmad Choiruddin, Jerry Dwi Trijoyo Purnomo
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Abstract

The total death rate or Case Fatality Rate (CFR) due to COVID-19 in Surabaya is high, that is almost twice of the global CFR (1.4%). Utilization of high-resolution data has the potential to explore COVID-19 cases, not only recording cases at the district or city level but also at the patient’s domicile level so that they can provide more detailed spatial information. Meanwhile, research exploring the risk of death from COVID-19, especially in Surabaya using spatial point process model, has not yet been carried out. In this study, an analysis of the risk of death from COVID-19 in Surabaya will be carried out using the inhomogeneous Poisson point process model with covariates or external factors used including the density of the COVID-19 referral hospital location and the proportion of confirmed COVID-19 population aged > 60 years per districts. Our model shows that referral hospitals (exp( ) = 1.03295) and places of worship (exp( ) = 1.03835) have a significant effect on death risk from COVID-19. So, there is a need for special handling for areas that have a population with a vulnerable age (> 60 years) where at this age the human immune system will decrease. Keywords: COVID-19, heath risk, spatial point process, surabaya
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COVID-19 泗水的死亡风险:空间点过程建模
泗水因 COVID-19 导致的总死亡率或病例死亡率(CFR)很高,几乎是全球病例死亡率(1.4%)的两倍。利用高分辨率数据可以探索 COVID-19 病例,不仅可以记录地区或城市级别的病例,还可以记录患者户籍级别的病例,从而提供更详细的空间信息。同时,利用空间点过程模型探索 COVID-19 死亡风险的研究尚未开展,尤其是在泗水。在本研究中,将使用非均质泊松点过程模型对泗水的 COVID-19 死亡风险进行分析,使用的协变量或外部因素包括 COVID-19 转诊医院位置的密度和每个地区年龄大于 60 岁的确诊 COVID-19 人口比例。模型显示,转诊医院(exp( ) = 1.03295)和宗教场所(exp( ) = 1.03835)对 COVID-19 死亡风险有显著影响。因此,有必要对有脆弱年龄(大于 60 岁)人口的地区进行特别处理,因为在这个年龄段,人体免疫系统会下降。关键词COVID-19、健康风险、空间点过程、泗水
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