论文标题
疫苗接种和隔离政策的有效性遏制Covid-19的扩散
Effectiveness of vaccination and quarantine policies to curb the spread of COVID-19
论文作者
论文摘要
大流行是一种疾病的全球传播,可能从社会和生物学角度威胁人类,并瘫痪现有的生活习惯。为了避免更具破坏性的灾难并恢复正常生活,人们在各个个人到全球范围内做出了巨大的努力:注意手动卫生,制定社会政策,例如戴着口罩,社交距离,隔离,隔离,发明疫苗和补救措施。关于当前严重的大流行,即2019年冠状病毒病,我们在采用上述努力时探索了扩散抑制作用。特别是考虑到隔离区和疫苗接种,因为它们是政府一级的代表性主要治疗方法。我们建立了一个由易感,疫苗接种(V),暴露(E),感染(i),隔离(q)和恢复(R)隔室的隔室模型,称为SVEIQR模型。我们研究了首尔中受感染的病例,并考虑三种疫苗,辉瑞,现代和阿斯利康。相关参数的值是从汉城的经验数据和疫苗的临床数据中获得的,并通过贝叶斯推论估算。在确认我们的SVEIQR模型是合理的之后,我们通过调整围绕当前值的隔离和疫苗接种策略来调整相关参数来测试各种情况。从我们的模型中获得的定量结果可能建议制定有效疫苗接种和社会政策的政策指南。
A pandemic, the worldwide spread of a disease, can threaten human beings from the social as well as biological perspectives and paralyze existing living habits. To stave off the more devastating disaster and return to a normal life, people make tremendous efforts at multiscale levels from individual to worldwide: paying attention to hand hygiene, developing social policies such as wearing masks, social distancing, quarantine, and inventing vaccines and remedy. Regarding the current severe pandemic, namely the coronavirus disease 2019, we explore the spreading-suppression effect when adopting the aforementioned efforts. Especially the quarantine and vaccination are considered since they are representative primary treatments for block spreading and prevention at the government level. We establish a compartment model consisting of susceptible (S), vaccination (V), exposed (E), infected (I), quarantined (Q), and recovered (R) compartments, called SVEIQR model. We look into the infected cases in Seoul and consider three kinds of vaccines, Pfizer, Moderna, and AstraZeneca. The values of the relevant parameters are obtained from empirical data from Seoul and clinical data for vaccines and estimated by Bayesian inference. After confirming that our SVEIQR model is plausible, we test the various scenarios by adjusting the associated parameters with the quarantine and vaccination policies around the current values. The quantitative result obtained from our model could suggest a guideline for policy making on effective vaccination and social policies.