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Published on: May 12, 2023
Flexible imitation suppresses epidemics through better vaccination
Soya Miyoshi1, Marko Jusup1, Petter Holme1
1Tokyo Tech World Research Hub Initiative (WRHI), Institute of Innovative Research, Tokyo Institute of Technology, Yokohama, Japan.
Flexible vaccination decisions, informed by social networks and past epidemics, can boost vaccine uptake and reduce disease spread. Limiting initial imitation and ensuring long memory of outbreaks are key.
Area of Science:
- Epidemiology
- Social Sciences
- Computational Biology
Background:
- Vaccination decisions balance personal health and public good (herd immunity).
- Social influence, personal experience, education, and media shape vaccination choices.
- Previous epidemic responses in social neighborhoods influence current vaccination decisions.
Purpose of the Study:
- To model how individuals decide to vaccinate based on neighborhood responses to past epidemics.
- To explore the impact of adaptive decision-making strategies on vaccine uptake and epidemic severity.
Main Methods:
- A minimalistic model integrating game theory, network theory, epidemic modeling, and opinion dynamics.
- Simulating individual choices based on neighborhood majority or best-performing neighbor.
- Incorporating learning mechanisms for individuals to adapt their decision strategies.
Main Results:
- Individual flexibility in integrating neighborhood information enhances vaccine uptake.
- Increased flexibility leads to reduced epidemic severity under specific conditions.
- Optimal conditions include limited initial imitation of the majority and sufficiently long memory of past outbreaks.
Conclusions:
- Adaptive social learning strategies can improve vaccination campaign effectiveness.
- Understanding social network dynamics is crucial for public health interventions.
- Findings inform strategies for novel vaccine acceptance and public health awareness campaigns.
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