论文标题
疗养院工作人员网络和COVID-19
Nursing Home Staff Networks and COVID-19
论文作者
论文摘要
疗养院和其他长期护理设施在全球范围内占COVID-19案件和死亡的份额不成比例。尽管全国游客限制从3月中旬开始,但美国疗养院的爆发仍然存在。疾病控制与预防中心发布的早期报告确定了在多个疗养院工作的工作人员,可能是从华盛顿柯克兰的生命护理中心传播到其他熟练护理设施的来源。鉴于疗养院的全部联系以及这些联系在传播高度传染性呼吸道感染中发挥的至关重要作用 - 鉴于缺乏有关跨境疗养院就业的集中数据的集中数据,目前尚不清楚。在本文中,我们使用来自3000万个智能手机的设备级地理位置数据对疗养院的连接进行了第一个大规模分析,并发现在疗养院中出现的7%的智能手机也至少出现在其他设施中 - 即使在访问者限制后,也出现了。我们构建了疗养院联系的网络度量,并估计疗养院平均与其他15个设施建立了联系。控制人口统计和其他因素,房屋的员工网络连接及其在更大网络中的中心地位强烈预测了Covid-19案件。疗养院质量的传统联邦监管指标在预测暴发方面并不重要,这与最近的研究一致。结果表明,消除疗养院之间的员工联系可能会使疗养院中的共同感染减少44%。
Nursing homes and other long term-care facilities account for a disproportionate share of COVID-19 cases and fatalities worldwide. Outbreaks in U.S. nursing homes have persisted despite nationwide visitor restrictions beginning in mid-March. An early report issued by the Centers for Disease Control and Prevention identified staff members working in multiple nursing homes as a likely source of spread from the Life Care Center in Kirkland, Washington to other skilled nursing facilities. The full extent of staff connections between nursing homes---and the crucial role these connections serve in spreading a highly contagious respiratory infection---is currently unknown given the lack of centralized data on cross-facility nursing home employment. In this paper, we perform the first large-scale analysis of nursing home connections via shared staff using device-level geolocation data from 30 million smartphones, and find that 7 percent of smartphones appearing in a nursing home also appeared in at least one other facility---even after visitor restrictions were imposed. We construct network measures of nursing home connectedness and estimate that nursing homes have, on average, connections with 15 other facilities. Controlling for demographic and other factors, a home's staff-network connections and its centrality within the greater network strongly predict COVID-19 cases. Traditional federal regulatory metrics of nursing home quality are unimportant in predicting outbreaks, consistent with recent research. Results suggest that eliminating staff linkages between nursing homes could reduce COVID-19 infections in nursing homes by 44 percent.