1. Mathematical model of COVID-19 intervention scenarios for São Paulo- Brazil
- Author
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Renato Amaro Zângaro, Ellysson Oliveira Abinader, José Clark Reis, Joabe Marcos de Souza, Rodrigo Cunha de Mello Pedreiro, Deanna M. Kennedy, Gustavo José Zambrano, Bruno de Matos Brizzi, Yiyu Wang, Wellington Pedroso, Ana Carolina Brisola Brizzi, and Osmar Pinto Neto
- Subjects
0301 basic medicine ,Physics - Physics and Society ,2019-20 coronavirus outbreak ,Coronavirus disease 2019 (COVID-19) ,Epidemiology ,Science ,Physical Distancing ,FOS: Physical sciences ,General Physics and Astronomy ,Physics and Society (physics.soc-ph) ,Global Health ,Article ,General Biochemistry, Genetics and Molecular Biology ,law.invention ,03 medical and health sciences ,0302 clinical medicine ,law ,Time windows ,Pandemic ,Global health ,Humans ,Computational models ,030212 general & internal medicine ,Cities ,Quantitative Biology - Populations and Evolution ,Pandemics ,Developing world ,Multidisciplinary ,Public economics ,SARS-CoV-2 ,Social distance ,Populations and Evolution (q-bio.PE) ,Urban Health ,COVID-19 ,General Chemistry ,Models, Theoretical ,Intervention (law) ,030104 developmental biology ,Geography ,Transmission (mechanics) ,FOS: Biological sciences ,Algorithms ,Brazil - Abstract
With COVID-19 surging across the world, understanding the effectiveness of intervention strategies on transmission dynamics is of primary global health importance. Here, we develop and analyze an epidemiological compartmental model using multi-objective genetic algorithm design optimization to compare scenarios related to strategy type, the extent of social distancing, time window, and personal protection levels on the transmission dynamics of COVID-19 in São Paulo, Brazil. The results indicate that the optimal strategy for São Paulo is to reduce social distancing over time with a stepping-down reduction in the magnitude of social distancing every 80-days. Our results also indicate that the ability to reduce social distancing depends on a 5–10% increase in the current percentage of people strictly following protective guidelines, highlighting the importance of protective behavior in controlling the pandemic. Our framework can be extended to model transmission dynamics for other countries, regions, states, cities, and organizations., Incidence of COVID-19 has been high in parts of South America including Brazil, and information on effective intervention strategies is needed. Here, the authors use mathematical modelling to show that reductions in social distancing should be made gradually to avoid a severe second peak of cases.
- Published
- 2020
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