Explore a comprehensive lecture on the complex interplay between disease control and social behavior. Delve into the critical need for integrating top-down and bottom-up perspectives in managing epidemics. Examine dueling contagions, disease-behavior interactions on multilayer networks, and the concept of herd immunity through mass vaccination. Investigate the dilemma of social distancing, including oscillatory dynamics and imperfect adoptions driven by self-interest. Analyze the adaptive dynamics of face-covering decisions and the Swiss cheese model of multiple non-pharmaceutical interventions. Consider the strategic timing of vaccination and the social dilemma of vaccination behavior. Study the temporal dynamics of dueling contagions, vaccine scares, and hysteresis loops in vaccination coverage. Learn how bottom-up understanding of behavior and attitude changes can inform the alignment of incentives with top-down interventions. Discover the integration of Twitter sentiment data and targeting algorithms in multilayer network analysis of disease control strategies.
Overview
Syllabus
Intro
Critical need for integrating top-down and bottom-up perspecti
Dueling contagions ---Disease-behavior interactions on multilayer networks
Biological contagion
Herd immunity (via mass vaccination)
Infection-acquired immunity and overshooting epidemics
Dilemma of social distancing
Oscillatory dynamics vs. top-down optimizatio
Self-interest leads to imperfect adoptions but still can help mitigate disease impact
Changing opinions (and compliance) of social distancing
Adaptive dynamics of face covering decisions
Mask hysteria
Swiss cheese model: with multiple NPI measures
Choices matter or a matter of choice? Dynamic adoption preferences and compliance to each NPI measure
(Strategic) Timing of vaccination
The problem of voluntary vaccination
Social dilemma of vaccination behavior
Social imitation & population structure
Temporal dynamics of dueling contagions
Slow recovery of vaccination coverage after va scares
Primary (secondary) vaccine failure
Hysteresis Loop
Social imitation dynamics of vaccination driven vaccine beliefs and effectiveness
Bottom-up understanding of behavior and attitude cha informs alignment incentives with top-down intervention
Integrating with Twitter sentiment data
Dueling contagions on multilayer networks
Targeting algorithms
Taught by
Santa Fe Institute
