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Published on: February 28, 2021
Emergence of shield immunity during spatial contagions
Christina M Jamerlan1, Mikhail Prokopenko1,2
1Centre for Complex Systems Faculty of Engineering, University of Sydney, New South Wales, Australia.
Individuals with risk aversion, termed "shield immunity," can minimize contagion spread. This effect varies across epidemics, social myths, and economic disruptions, offering insights into managing diverse outbreaks.
Area of Science:
- Complex Systems Science
- Epidemiology
- Socio-economic Modeling
Background:
- Contagions like epidemics, infodemics, and socio-economic turbulence create complex spatial patterns.
- Population mobility, risk perception, and resource allocation significantly influence contagion dynamics.
- Existing models often lack a generalized framework to address diverse contagion types and mitigation strategies.
Purpose of the Study:
- To present a generic framework for modeling various contagions in spatially structured populations.
- To investigate the impact of individual risk aversion and resource effectiveness on contagion spread.
- To explore the phenomenon of generalized shield immunity and its varying effectiveness across different contagion types.
Main Methods:
- Development of a concise, generic mathematical framework incorporating bounded risk disposition and generalized resource effectiveness.
- Simulation and analysis of contagion dynamics under varying parameters of individual risk aversion and resource intervention.
- Comparative analysis of pattern formation and spread for epidemics, infodemics, social myths, and socio-economic disruptions.
Main Results:
- "Inoculated" individuals exhibiting risk-averse behavior can mitigate contagion impact by reducing transmission, a phenomenon termed generalized shield immunity.
- The effectiveness of this shield immunity varies significantly: strongest in socio-economic turbulence, moderate in epidemics, limited in social myth spreading, and absent in polarization dynamics.
- Resource effectiveness in reducing contagion incidence plays a crucial role in shaping spatial patterns and overall spread.
Conclusions:
- Generalized shield immunity, emerging from individual risk disposition, offers a novel perspective on contagion mitigation.
- Understanding the interplay between risk aversion, resource allocation, and contagion type is vital for effective intervention strategies.
- The framework provides a versatile tool for analyzing and predicting the spread of diverse phenomena across complex spatial systems.
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