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将个体健康保护决策纳入疾病传播模型:一个数学框架。

Incorporating individual health-protective decisions into disease transmission models: a mathematical framework.

机构信息

Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, USA.

出版信息

J R Soc Interface. 2012 Mar 7;9(68):562-70. doi: 10.1098/rsif.2011.0325. Epub 2011 Jul 20.

DOI:10.1098/rsif.2011.0325
PMID:21775324
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3262418/
Abstract

It is anticipated that the next generation of computational epidemic models will simulate both infectious disease transmission and dynamic human behaviour change. Individual agents within a simulation will not only infect one another, but will also have situational awareness and a decision algorithm that enables them to modify their behaviour. This paper develops such a model of behavioural response, presenting a mathematical interpretation of a well-known psychological model of individual decision making, the health belief model, suitable for incorporation within an agent-based disease-transmission model. We formalize the health belief model and demonstrate its application in modelling the prevalence of facemask use observed over the course of the 2003 Hong Kong SARS epidemic, a well-documented example of behaviour change in response to a disease outbreak.

摘要

预计下一代计算传染病模型将同时模拟传染病传播和人类行为动态变化。模拟中的个体代理不仅会相互感染,还将具有情境意识和决策算法,使他们能够改变自己的行为。本文开发了这样一种行为反应模型,为个体决策的著名心理模型——健康信念模型提供了数学解释,该模型适合纳入基于主体的疾病传播模型中。我们形式化了健康信念模型,并展示了其在模拟 2003 年香港 SARS 疫情期间口罩使用流行率方面的应用,这是对疾病爆发做出行为改变的一个有充分记录的例子。

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本文引用的文献

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Perceptions and behaviors related to hand hygiene for the prevention of H1N1 influenza transmission among Korean university students during the peak pandemic period.在 H1N1 流感大流行高峰期,韩国大学生对预防 H1N1 流感传播的手卫生认知和行为。
BMC Infect Dis. 2010 Jul 28;10:222. doi: 10.1186/1471-2334-10-222.
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Modelling the influence of human behaviour on the spread of infectious diseases: a review.建模人类行为对传染病传播的影响:综述。
J R Soc Interface. 2010 Sep 6;7(50):1247-56. doi: 10.1098/rsif.2010.0142. Epub 2010 May 26.
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Early assessment of anxiety and behavioral response to novel swine-origin influenza A(H1N1).早期评估对新型猪源甲型 H1N1 流感的焦虑和行为反应。
PLoS One. 2009 Dec 3;4(12):e8032. doi: 10.1371/journal.pone.0008032.
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Dynamic modeling of vaccinating behavior as a function of individual beliefs.作为个体信念函数的疫苗接种行为动态建模。
PLoS Comput Biol. 2009 Jul;5(7):e1000425. doi: 10.1371/journal.pcbi.1000425. Epub 2009 Jul 10.
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Public perceptions, anxiety, and behaviour change in relation to the swine flu outbreak: cross sectional telephone survey.与猪流感爆发相关的公众认知、焦虑及行为变化:横断面电话调查
BMJ. 2009 Jul 2;339:b2651. doi: 10.1136/bmj.b2651.
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Television exposure is related to fear of avian flu, an Ecological Study across 23 member states of the European Union.电视曝光与对禽流感的恐惧有关,一项针对欧盟23个成员国的生态学研究。
Eur J Public Health. 2009 Aug;19(4):370-4. doi: 10.1093/eurpub/ckp061. Epub 2009 May 18.
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