We study the effects of physical distancing measures for the spread of COVID-19 in regional areas within British Columbia, using the reported cases of the five provincial Health Authorities. Building on the Bayesian epidemiological model of Anderson et al. (2020), we propose a hierarchical Bayesian model with time-varying regional parameters to account for the relative reduction in contact due to physical distancing and increased testing from March to December of 2020. In the absence of COVID-19 variants and vaccinations during this period, we examine the regionalized basic reproduction number, modelled prevalence, fraction of normal contacts, proportion of anticipated cases, and we observed significant differences between the provincial-wide and regional models.
翻译:我们利用五个省卫生当局报告的案例,对不列颠哥伦比亚省各地区COVID-19传播的物理偏移措施的影响进行研究。我们以Anderson等人(2020年)的Bayesian流行病学模型为基础,提出了具有时间变化的区域参数的Bayesian等级模型,以说明2020年3月至12月由于身体偏移和检测增加导致接触相对减少的原因。由于在此期间没有COVID-19变量和接种疫苗,我们审查了区域化基本生殖数量、典型流行率、正常接触的一小部分、预期病例的比例。我们观察到全省和区域模式之间存在重大差异。