论文标题
解开COVID-19案件死亡率的下降:国家和佛罗里达线级数据的研究
Unpacking the Drop in COVID-19 Case Fatality Rates: A Study of National and Florida Line-Level Data
论文作者
论文摘要
自从19日大流行首次到达美国以来,死亡率急剧下降。已经进行了几种可能的解释,包括由于测试扩大而对轻度病例的检测更大,受感染年龄分布的变化,确认病例和报告的死亡之间的滞后,治疗的改善,病毒的突变以及戴面膜戴的病毒负荷降低。从2020年4月1日至2020年11月1日,使用佛罗里达线级别的数据,并最近发布(但不完整)的国家线级别数据,案件,案件,住院和死亡(按年龄分层为单位),我们在死亡率(CFR)的情况下取消了下降。在以下假设的是,治疗疗效的提高应与住院死亡率(HFR)的降低相对应,我们发现国家数据的改善并不总是与佛罗里达州数据所讲述的故事相匹配。在国家数据中,第一波和第二波之间的治疗改善显得很大,但是与骨料CFR的下降相比,谦虚。相比之下,可能是由于在更大的第二峰中的限制资源所致,佛罗里达数据表明,第一波和第二波之间的差异相对较小,每个年龄段的HFR略有增加。但是,到11月1日,佛罗里达州和国家数据都表明,自4月1日以来,年龄分离的HFR显着下降。通过考虑几个混杂因素,我们的分析表明,年龄分层的HFR如何比CFR提供更现实的治疗改进情况。我们分析的一个关键局限性是国家线路级数据仍然不完整,并且被人工制品困扰。我们的分析强调了这些数据可以发挥的至关重要的作用,但同时对所有州的案例,住院和死亡的公共,完整和高质量分层的线条数据的迫切需求。
Since the COVID-19 pandemic first reached the United States, the case fatality rate has fallen precipitously. Several possible explanations have been floated, including greater detection of mild cases due to expanded testing, shifts in age distribution among the infected, lags between confirmed cases and reported deaths, improvements in treatment, mutations in the virus, and decreased viral load as a result of mask-wearing. Using both Florida line-level data and recently released (but incomplete) national line level data from April 1, 2020 to November 1, 2020 on cases, hospitalizations, and deaths--each stratified by age--we unpack the drop in case fatality rate (CFR). Under the hypothesis that improvements in treatment efficacy should correspond to decreases in hospitalization fatality rate (HFR), we find that improvements in the national data do not always match the story told by Florida data. In the national data, treatment improvements between the first wave and the second wave appear substantial, but modest when compared to the drop in aggregate CFR. By contrast, possibly due to constrained resources in a much larger second peak, Florida data suggests comparatively little difference between the first and second wave, with HFR slightly increasing in every age group. However, by November 1st, both Florida and national data suggest significant decreases in age-stratified HFR since April 1st. By accounting for several confounding factors, our analysis shows how age-stratified HFR can provide a more realistic picture of treatment improvements than CFR. One key limitation of our analysis is that the national line-level data remains incomplete and plagued by artifacts. Our analysis highlights the crucial role that this data can play but also the pressing need for public, complete, and high-quality age-stratified line-level data for both cases, hospitalizations, and deaths for all states.