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Modeling partial lockdowns in multiplex networks using partition strategies
Adrià Plazas1,2, Irene Malvestio1,2, Michele Starnini3
1Departament de Física de la Matèria Condensada, Universitat de Barcelona, 08028 Barcelona, Catalonia Spain.
This study models partial lockdowns using a network approach to balance reducing COVID-19 spread and economic impact. Strategic social interaction restrictions are key to managing epidemic outbreaks effectively.
Area of Science:
- Epidemiology
- Network Science
- Public Health
Background:
- National stay-at-home orders (lockdowns) were implemented to curb SARS-CoV-2 transmission.
- These measures, while essential, incur significant economic costs.
- Modeling the impact of partial lockdowns is crucial for balancing public health and economic concerns.
Purpose of the Study:
- To develop a network model for analyzing partial lockdown strategies.
- To evaluate different partitioning methods for societal structures.
- To optimize lockdowns for both epidemic control and economic burden reduction.
Main Methods:
- Utilized a multiplex network model with Household, Work, and Social layers.
- Incorporated a Susceptible-Infected-Recovered (SIR) process to simulate epidemic spread.
- Compared various societal partitioning strategies to assess their effectiveness.
Main Results:
- Unrestricted social interactions significantly accelerate epidemic spreading.
- Partial lockdown strategies, particularly those restricting social interactions, can effectively reduce outbreaks.
- The network partition approach demonstrated potential for minimizing economic costs while controlling disease spread.
Conclusions:
- Network-based modeling offers a viable approach to designing effective partial lockdowns.
- Strategic restrictions on social interactions are more beneficial than broad lockdowns.
- Balancing public health and economic factors requires careful consideration of network structures and interaction patterns.
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