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Published on: August 21, 2019
Coupled information-epidemic dynamics with emotional thresholds and behavioral regression on multiplex networks
Xunyang Wang1, Ning Wei1, Chunmiao Xu1
1School of Science, Lanzhou University of Technology, Lanzhou, 730050, China.
Behavioral fatigue during epidemics can cause secondary outbreaks. A new model shows that managing emotions and social connections can help control pandemic fatigue and suppress epidemic peaks.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Social Psychology
Background:
- Public adherence to protective measures wanes during prolonged epidemics due to behavioral fatigue.
- Existing models often overlook the dynamic psychological process of behavioral fatigue.
- Higher-order group interactions are crucial for understanding disease transmission.
Purpose of the Study:
- To propose a novel contagion model incorporating behavioral fatigue and higher-order interactions.
- To investigate the impact of an emotion-threshold mechanism on epidemic dynamics.
- To identify key factors for suppressing both initial and secondary epidemic peaks.
Main Methods:
- Developed a coupled Unaware-Positive-Negative-Unaware and Susceptible-Infected-Recovered-Susceptible (UPNU-SIRS) model.
- Utilized a two-layer multiplex network with 2-simplicial complexes for higher-order interactions.
- Employed the Microscopic Markov Chain Approach and Monte Carlo simulations.
Main Results:
- The emotion-threshold mechanism drives secondary outbreaks and sustains elevated endemic levels.
- Synergy between the emotion-threshold mechanism and higher-order interactions influences bistability and outbreak thresholds.
- Emotional resilience, reduced immunity-weakening effects, and trusted media communication are critical for suppression.
Conclusions:
- Behavioral fatigue and higher-order interactions are fundamental drivers of epidemic persistence.
- The proposed model offers new insights into epidemic dynamics and targeted interventions.
- Strategies enhancing emotional resilience and communication are vital for managing pandemic fatigue.
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