How complex behavioural contagion can prevent infectious diseases from becoming endemic
Michael J. Plank, Matt Ryan, Lloyd Chapman, Roslyn I. Hickson, Thomas House + 2 more
TLDR
This paper shows that complex behavioral contagion, where behavior uptake is nonlinear, can lead to disease elimination, even for high R0.
Key contributions
- Explores an epidemic model with complex (nonlinear) behavioural contagion dynamics.
- Identifies key parameters influencing disease outcomes, including R0 and behaviour speed.
- Shows epidemics can trigger self-sustaining behaviour, leading to disease elimination.
- Reveals higher R0 can surprisingly lead to elimination, while moderate R0 causes endemic disease.
Why it matters
This paper challenges conventional disease dynamics by showing how complex social behavior can lead to unexpected outcomes, like elimination even with high R0. It highlights the critical need to incorporate nonlinear behavioral responses into epidemic models for more accurate predictions and policy.
Original Abstract
Infectious disease transmission in human populations has a complex two-way interaction with changes in host behaviour. It is increasingly recognised that incorporating adaptive behavioural change into epidemic models is important for improving understanding of infectious disease dynamics and developing policy-relevant modelling tools. An important aspect of behavioural dynamics is social contagion, where people tend to adopt behaviours exhibited by others around them. In a simple behavioural contagion model, the behaviour uptake rate increases linearly with the number of contacts who have adopted a given behaviour. Here, we explore an epidemic model with complex behavioural contagion, where the behaviour uptake rate is a nonlinear function of the number of behaving contacts. We identify key bifurcation parameters of the model, which include the basic reproduction number $R_0$, the strength of the behavioural effect on disease transmission, and the speed of behaviour uptake relative to behaviour abandonment. We show that, in some regions of parameter space, the model has multiple disease-free equilibria. In this situation, the occurrence of an epidemic in a population with an initially low level of behaviour practice can trigger a self-sustaining increase in behaviour, which then causes the disease to be eliminated. In some cases, while moderate values of $R_0$ lead to the disease becoming endemic, higher values of $R_0$ may lead to behaviour-driven disease elimination. We demonstrate that this mechanism of epidemic-triggered uptake of behaviour leading to disease elimination can occur in the presence and absence of temporary post-infection immunity.
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