Relevant mathematical modelling efforts for understanding COVID-19 dynamics: an educational challenge.

IF 2 2区 教育学 Q2 EDUCATION & EDUCATIONAL RESEARCH Zdm-Mathematics Education Pub Date : 2023-01-01 DOI:10.1007/s11858-022-01447-2
J F C A Meyer, M Lima
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引用次数: 6

Abstract

The purpose of the work described in this paper is to emphasize the importance of using mathematical models and mathematical modelling in order to be able to understand and to learn possible behaviours in epidemic situations such as that of the COVID-19 pandemic, besides suggesting modelling techniques with which to evaluate certain sanitary decisions and policies which do, in fact, affect society as a whole. The mathematical tools that are used derive from nonlinear systems of difference equations (possibly viable at a high school level, using spreadsheets or adequate software) as well as nonlinear systems of ordinary differential equations (therefore using mathematical tools and software well within the reach of undergraduate students of many courses). This purpose is accomplished by motivating students and learners to study existing SIR-type models and modifying them in order to have a fully understandable translation of dynamics for infectious diseases such as COVID-19 in several different realistic scenarios, that is to say, situations that consider social distancing policies, widespread vaccination programmes, as well as possible and even probable results when in the presence of negationist postures and attitudes. Several modelling choices referring to real-life situations are shown and explored. These models are analysed and discussed, implicitly proposing similar attitudes and evaluations in learning environments. Conclusions are drawn, stimulating further work using the described mathematical tools and resources.

Supplementary information: The online version contains supplementary material available at 10.1007/s11858-022-01447-2.

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了解COVID-19动态的相关数学建模工作:一项教育挑战。
本文所述工作的目的是强调使用数学模型和数学建模的重要性,以便能够理解和学习在COVID-19大流行等流行病情况下可能出现的行为,此外还提出了建模技术,用于评估某些卫生决策和政策,这些决策和政策实际上会影响整个社会。所使用的数学工具来源于非线性差分方程系统(可能在高中水平上可行,使用电子表格或适当的软件)以及非线性常微分方程系统(因此使用数学工具和软件在许多课程的本科生范围内)。这一目的是通过激励学生和学习者研究现有的sir类型模型并对其进行修改,以便在几种不同的现实场景中对COVID-19等传染病的动态进行完全可理解的翻译,也就是说,考虑到社会距离政策,广泛的疫苗接种计划的情况,以及在存在否定主义姿态和态度时可能甚至可能产生的结果。几个模型选择参考现实生活的情况下,显示和探索。对这些模型进行了分析和讨论,含蓄地提出了在学习环境中类似的态度和评价。得出结论,激励进一步的工作使用所描述的数学工具和资源。补充信息:在线版本包含补充资料,下载地址:10.1007/s11858-022-01447-2。
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
Zdm-Mathematics Education
Zdm-Mathematics Education EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
6.40
自引率
10.00%
发文量
124
期刊介绍: ZDM – Mathematics Education is one of the oldest mathematics education research journals. The papers appearing in the seven themed issues per year are strictly by invitation only followed by internal peer review by the guest-editors and external review by invited experts. The journal exists to survey, discuss and extend current research-based and theoretical perspectives as well as to create a forum for critical analyses of issues within mathematics education. The audience is pre-dominantly mathematics education researchers around the world interested in current developments in the field.
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