Analyzing the use of non-pharmaceutical personal protective measures through self-interest and social optimum for the control of an emerging disease

IF 1.9 4区 数学 Q2 BIOLOGY
Aniruddha Deka , Ceyhun Eksin , Martial L. Ndeffo-Mbah
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引用次数: 0

Abstract

Non-pharmaceutical personal protective (NPP) measures such as face masks use, and hand and respiratory hygiene can be effective measures for mitigating the spread of aerosol/airborne diseases, such as COVID-19, in the absence of vaccination or treatment. However, the usage of such measures is constrained by their inherent perceived cost and effectiveness for reducing transmission risk. To understand the complex interaction of disease dynamics and individuals decision whether to adopt NPP or not, we incorporate evolutionary game theory into an epidemic model such as COVID-19. To compare how self-interested NPP use differs from social optimum, we also investigated optional control from a central planner’s perspective. We use Pontryagin’s maximum principle to identify the population-level NPP uptake that minimizes disease incidence by incurring the minimum costs. The evolutionary behavior model shows that NPP uptake increases at lower perceived costs of NPP, higher transmission risk, shorter duration of NPP use, higher effectiveness of NPP, and shorter duration of disease-induced immunity. Though social optimum NPP usage is generally more effective in reducing disease incidence than self-interested usage, our analysis identifies conditions under which both strategies get closer. Our model provides new insights for public health in mitigating a disease outbreak through NPP.

分析通过自我利益和社会最优化使用非药物个人防护措施来控制一种新出现的疾病。
在没有疫苗接种或治疗的情况下,使用口罩、保持手部和呼吸道卫生等非药物个人防护(NPP)措施可以有效减少 COVID-19 等气溶胶/空气传播疾病的传播。然而,这些措施的使用受到其固有的成本和降低传播风险的有效性的限制。为了理解疾病动态与个人是否采用国家预防计划的决定之间复杂的相互作用,我们将进化博弈论纳入了 COVID-19 等流行病模型。为了比较自利使用 NPP 与社会最优的不同之处,我们还从中央规划者的角度研究了可选控制。我们利用庞特里亚金的最大原则来确定群体层面的国家杀虫剂摄入量,从而通过最小的成本将疾病发病率降至最低。进化行为模型表明,在国家预防计划的感知成本较低、传播风险较高、国家预防计划使用时间较短、国家预防计划效果较好以及疾病诱导免疫持续时间较短的情况下,国家预防计划的使用率会增加。虽然在降低疾病发病率方面,社会最优使用 NPP 通常比自利使用 NPP 更有效,但我们的分析确定了在哪些条件下这两种策略更接近。我们的模型为公共卫生通过国家杀虫剂方案缓解疾病爆发提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences
Mathematical Biosciences 生物-生物学
CiteScore
7.50
自引率
2.30%
发文量
67
审稿时长
18 days
期刊介绍: Mathematical Biosciences publishes work providing new concepts or new understanding of biological systems using mathematical models, or methodological articles likely to find application to multiple biological systems. Papers are expected to present a major research finding of broad significance for the biological sciences, or mathematical biology. Mathematical Biosciences welcomes original research articles, letters, reviews and perspectives.
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