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Mathematical model of COVID-19 intervention scenarios for São Paulo—Brazil

Medicine and Health

Mathematical model of COVID-19 intervention scenarios for São Paulo—Brazil

O. P. Neto, D. M. Kennedy, et al.

Explore how a multi-objective genetic algorithm was utilized to optimize COVID-19 intervention strategies in São Paulo, Brazil. This research, conducted by Osmar Pinto Neto and colleagues, reveals the optimal approach to social distancing and protective measure adherence, shedding light on the dynamics of viral transmission.... show more
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.
Publisher
Nature Communications
Published On
Jan 18, 2021
Authors
Osmar Pinto Neto, Deanna M. Kennedy, José Clark Reis, Yiyu Wang, Ana Carolina Brisola Brizzi, Gustavo José Zambrano, Joabe Marcos de Souza, Wellington Pedroso, Rodrigo Cunha de Mello Pedreiro, Bruno de Matos Brizzi, Ellysson Oliveira Abinader, Renato Amaro Zângaro
Tags
COVID-19
epidemiological model
genetic algorithm
social distancing
transmission dynamics
Brazil
intervention strategies
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