论文标题
2019年2月5日至2月24日,中国2019-NCOV流行的实时预测
Real-time forecasts of the 2019-nCoV epidemic in China from February 5th to February 24th, 2020
论文作者
论文摘要
2019年12月,在中国武汉发现了引发2019年NCOV流行的严重肺炎病例的最初簇。尽管该疾病的早期病例与潮湿的市场有关,但人类到人类的传播却促进了该病毒在整个中国的迅速传播。正在进行的爆发给建模者带来了一个挑战,因为在早期生长轨迹方面的数据有限,并且新型冠状病毒的流行病学特征尚未完全阐明。我们及时提供对河北省的累积累积案例,流行病的中心以及中国整体轨迹的累积累积案例的预测。我们每天收集来自中国国家卫生委员会每个中国省2019-NCOV爆发的累积病例数据。在这里,我们在2月5日至2月9日连续五天提供5、10和15天的预测,基于广义的逻辑增长模型,Richards的生长模型和次流行波波模型,具有量化的不确定性。我们最近的预测基于数据报告,直到2020年2月9日,在呈现的三种模型中,在很大程度上同意,在未来五天内,在荷叶岛的平均范围为7,409-7,496个案件,在其他省份的其他案件中有1,128-1,929个案例。模型还可以预测,到2020年2月24日,在其他省份,在湖北的37,415-38,028之间的平均累积病例计数在37,415-38,028之间。在2020年2月24日之前。在过去的三个报告日期中,Hubei和其他省份的平均估计和不确定性范围在过去的三个报告日期中保持了相对稳定(7th -9th -9th -9th -9th -9th -9th -9th -9th)。我们的预测表明,在中国实施的遏制策略正在成功降低传播,并且最近几天的流行病增长减慢了。
The initial cluster of severe pneumonia cases that triggered the 2019-nCoV epidemic was identified in Wuhan, China in December 2019. While early cases of the disease were linked to a wet market, human-to-human transmission has driven the rapid spread of the virus throughout China. The ongoing outbreak presents a challenge for modelers, as limited data are available on the early growth trajectory, and the epidemiological characteristics of the novel coronavirus are yet to be fully elucidated. We provide timely short-term forecasts of the cumulative number of confirmed reported cases in Hubei province, the epicenter of the epidemic, and for the overall trajectory in China, excluding the province of Hubei. We collect daily reported cumulative case data for the 2019-nCoV outbreak for each Chinese province from the National Health Commission of China. Here, we provide 5, 10, and 15 day forecasts for five consecutive days, February 5th through February 9th, with quantified uncertainty based on a generalized logistic growth model, the Richards growth model, and a sub-epidemic wave model. Our most recent forecasts reported here based on data up until February 9, 2020, largely agree across the three models presented and suggest an average range of 7,409-7,496 additional cases in Hubei and 1,128-1,929 additional cases in other provinces within the next five days. Models also predict an average total cumulative case count between 37,415 - 38,028 in Hubei and 11,588 - 13,499 in other provinces by February 24, 2020. Mean estimates and uncertainty bounds for both Hubei and other provinces have remained relatively stable in the last three reporting dates (February 7th - 9th). Our forecasts suggest that the containment strategies implemented in China are successfully reducing transmission and that the epidemic growth has slowed in recent days.