论文标题
各种本地流行病揭示了人口密度,人口统计学,气候,易感性耗竭以及在美国第一波COVID-19中的干预效果
Diverse local epidemics reveal the distinct effects of population density, demographics, climate, depletion of susceptibles, and intervention in the first wave of COVID-19 in the United States
论文作者
论文摘要
SARS-COV-2大流行在全球范围内引起了重大的死亡率和发病率,几乎没有社区。由于这种疾病可能在未来几年内可能仍然是威胁,因此对人口统计学和定居点的确切影响以及气候,易感耗尽和干预的动态因素的理解,对局部流行病的传播对于安装有效的反应至关重要。我们考虑了美国的整个当地流行病。广泛的人群,人口密度和气候因素选择;以及当地的移动性数据,跟踪社会距离干预措施,以确定推动病毒传播和遏制的关键因素。首先假设在病例/死亡率的指数增长率(或衰减)速率的线性模型中,我们发现一旦考虑了干预措施,人口加权密度,湿度和中位年龄就会主导生长和下降的动态。对不同大都市地区的关注表明,一些地区受益于几乎同时在全国范围内关闭的时间和/或3月中旬的地区气候条件。而其他人则在干预之前遭受了重大爆发。然后,使用感染传播的第一原理模型,然后我们为社会疏远和当地气候条件放松的影响开发预测。有大量人群被感染的几个地区表明,证据表明该流行病已通过易感人群的耗竭(即“群豁免”)部分解决,而美国的大多数地区仍然受到压倒性的易感性。这些结果对于最佳的干预策略管理非常重要,可以使用我们的在线仪表板来促进。
The SARS-CoV-2 pandemic has caused significant mortality and morbidity worldwide, sparing almost no community. As the disease will likely remain a threat for years to come, an understanding of the precise influences of human demographics and settlement, as well as the dynamic factors of climate, susceptible depletion, and intervention, on the spread of localized epidemics will be vital for mounting an effective response. We consider the entire set of local epidemics in the United States; a broad selection of demographic, population density, and climate factors; and local mobility data, tracking social distancing interventions, to determine the key factors driving the spread and containment of the virus. Assuming first a linear model for the rate of exponential growth (or decay) in cases/mortality, we find that population-weighted density, humidity, and median age dominate the dynamics of growth and decline, once interventions are accounted for. A focus on distinct metropolitan areas suggests that some locales benefited from the timing of a nearly simultaneous nationwide shutdown, and/or the regional climate conditions in mid-March; while others suffered significant outbreaks prior to intervention. Using a first-principles model of the infection spread, we then develop predictions for the impact of the relaxation of social distancing and local climate conditions. A few regions, where a significant fraction of the population was infected, show evidence that the epidemic has partially resolved via depletion of the susceptible population (i.e., "herd immunity"), while most regions in the United States remain overwhelmingly susceptible. These results will be important for optimal management of intervention strategies, which can be facilitated using our online dashboard.