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天花攻击模型中行为变化的影响。

Effects of behavioral changes in a smallpox attack model.

作者信息

Del Valle S, Hethcote H, Hyman J M, Castillo-Chavez C

机构信息

Center for Nonlinear Studies (CNLS) and Mathematical Modeling and Analysis Group (T-7), Los Alamos National Laboratory, Los Alamos, NM 87545, USA.

出版信息

Math Biosci. 2005 Jun;195(2):228-51. doi: 10.1016/j.mbs.2005.03.006.

Abstract

The impact of individual and community behavioral changes in response to an outbreak of a disease with high mortality is often not appreciated. Response strategies to a smallpox bioterrorist attack have focused on interventions such as isolation of infectives, contact tracing, quarantine of contacts, ring vaccination, and mass vaccination. We formulate and analyze a mathematical model in which some individuals lower their daily contact activity rates once an epidemic has been identified in a community. Transmission parameters are estimated from data and an expression is derived for the effective reproduction number. We use computer simulations to analyze the effects of behavior change alone and in combination with other control measures. We demonstrate that the spread of the disease is highly sensitive to how rapidly people reduce their contact activity rates and to the precautions that the population takes to reduce the transmission of the disease. Even gradual and mild behavioral changes can have a dramatic impact in slowing an epidemic. When behavioral changes are combined with other interventions, the epidemic is shortened and the number of smallpox cases is reduced. We conclude that for simulations of a smallpox outbreak to be useful, they must consider the impact of behavioral changes. This is especially true if the model predictions are being used to guide public health policy.

摘要

针对高致死率疾病爆发,个人和社区行为改变所产生的影响常常未得到重视。针对天花生物恐怖袭击的应对策略主要集中在诸如隔离感染者、接触者追踪、接触者检疫、环状接种和大规模接种等干预措施上。我们构建并分析了一个数学模型,在该模型中,一旦社区中确认出现疫情,一些人就会降低他们的日常接触活动率。根据数据估计传播参数,并推导出有效繁殖数的表达式。我们使用计算机模拟来分析单独的行为改变以及与其他控制措施相结合时的效果。我们证明,疾病的传播对人们降低接触活动率的速度以及人群为减少疾病传播所采取的预防措施高度敏感。即使是逐渐且轻微的行为改变,也可能对减缓疫情产生巨大影响。当行为改变与其他干预措施相结合时,疫情持续时间会缩短,天花病例数量会减少。我们得出结论,要使天花爆发的模拟有用,就必须考虑行为改变的影响。如果模型预测被用于指导公共卫生政策,情况尤其如此。

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