Behavioral dynamics of COVID-19: estimating underreporting, multiple waves, and adherence fatigue across 92 nations.

IF 1.7 3区 管理学 Q3 MANAGEMENT System Dynamics Review Pub Date : 2021-01-01 Epub Date: 2021-03-16 DOI:10.1002/sdr.1673
Hazhir Rahmandad, Tse Yang Lim, John Sterman
{"title":"Behavioral dynamics of COVID-19: estimating underreporting, multiple waves, and adherence fatigue across 92 nations.","authors":"Hazhir Rahmandad,&nbsp;Tse Yang Lim,&nbsp;John Sterman","doi":"10.1002/sdr.1673","DOIUrl":null,"url":null,"abstract":"<p><p>Effective responses to the COVID-19 pandemic require integrating behavioral factors such as risk-driven contact reduction, improved treatment, and adherence fatigue with asymptomatic transmission, disease acuity, and hospital capacity. We build one such model and estimate it for all 92 nations with reliable testing data. Cumulative cases and deaths through 22 December 2020 are estimated to be 7.03 and 1.44 times official reports, yielding an infection fatality rate (IFR) of 0.51 percent, which has been declining over time. Absent adherence fatigue, cumulative cases would have been 47 percent lower. Scenarios through June 2021 show that modest improvement in responsiveness could reduce cases and deaths by about 14 percent, more than the impact of vaccinating half of the population by that date. Variations in responsiveness to risk explain two orders of magnitude difference in per-capita deaths despite reproduction numbers fluctuating around one across nations. A public online simulator facilitates scenario analysis over the coming months. © 2021 System Dynamics Society.</p>","PeriodicalId":51500,"journal":{"name":"System Dynamics Review","volume":"37 1","pages":"5-31"},"PeriodicalIF":1.7000,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1002/sdr.1673","citationCount":"85","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"System Dynamics Review","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1002/sdr.1673","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2021/3/16 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"MANAGEMENT","Score":null,"Total":0}
引用次数: 85

Abstract

Effective responses to the COVID-19 pandemic require integrating behavioral factors such as risk-driven contact reduction, improved treatment, and adherence fatigue with asymptomatic transmission, disease acuity, and hospital capacity. We build one such model and estimate it for all 92 nations with reliable testing data. Cumulative cases and deaths through 22 December 2020 are estimated to be 7.03 and 1.44 times official reports, yielding an infection fatality rate (IFR) of 0.51 percent, which has been declining over time. Absent adherence fatigue, cumulative cases would have been 47 percent lower. Scenarios through June 2021 show that modest improvement in responsiveness could reduce cases and deaths by about 14 percent, more than the impact of vaccinating half of the population by that date. Variations in responsiveness to risk explain two orders of magnitude difference in per-capita deaths despite reproduction numbers fluctuating around one across nations. A public online simulator facilitates scenario analysis over the coming months. © 2021 System Dynamics Society.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
COVID-19的行为动力学:估计92个国家的漏报、多波和坚持疲劳
有效应对COVID-19大流行需要综合行为因素,如风险驱动的减少接触、改善治疗、无症状传播的依从性疲劳、疾病敏锐度和医院能力。我们建立了一个这样的模型,并对所有92个国家的可靠测试数据进行了估计。截至2020年12月22日,累计病例数和死亡人数估计分别是官方报告的7.03倍和1.44倍,感染致死率(IFR)为0.51%,随着时间的推移一直在下降。如果没有依从性疲劳,累积病例将降低47%。到2021年6月的情景表明,反应能力的适度改善可以减少约14%的病例和死亡,超过到那时为一半人口接种疫苗的影响。尽管各国的繁殖数量在1左右波动,但对风险的反应能力的差异解释了人均死亡率的两个数量级差异。一个公共的在线模拟器有助于未来几个月的情景分析。©2021系统动力学学会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
6.60
自引率
8.30%
发文量
22
期刊介绍: The System Dynamics Review exists to communicate to a wide audience advances in the application of the perspectives and methods of system dynamics to societal, technical, managerial, and environmental problems. The Review publishes: advances in mathematical modelling and computer simulation of dynamic feedback systems; advances in methods of policy analysis based on information feedback and circular causality; generic structures (dynamic feedback systems that support particular widely applicable behavioural insights); system dynamics contributions to theory building in the social and natural sciences; policy studies and debate emphasizing the role of feedback and circular causality in problem behaviour.
期刊最新文献
ARCHIVE PAPER: Micro worlds versus boundary objects in group model building: evidence from the literature on problem definition and model conceptualization (2007) Values‐based food procurement: Black farmers and structural racism in New York State Minding the abstraction gap: approaches supporting implementation Using system dynamics to support a functional exercise for pandemic preparedness and response A complete shortest independent loop set algorithm for model structure analysis
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1