Modeling scenarios for mitigating outbreaks in congregate settings.
Seth Blumberg1,2,3, Phoebe Lu1,2, Ada T Kwan3
1University of California San Francisco, Francis I. Proctor Foundation, San Francisco, California, United States of America.
Effective outbreak control in congregate settings like prisons requires strategic interventions. Reducing the susceptible population by 20% can decrease disease burden by 47%, demonstrating the power of proactive measures.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Public Health
Background:
- Congregate settings like prisons and nursing homes are highly vulnerable to explosive COVID-19 outbreaks.
- Effective prevention and mitigation strategies are critical for these high-risk environments.
Purpose of the Study:
- To analyze the impact of various control interventions on the expected number of symptomatic infections during outbreaks in congregate settings.
- To provide a quantitative framework for evaluating infection control policies in outbreak settings.
Main Methods:
- Modeled disease introduction as a stochastic point process coupled to a branching process.
- Used a deterministic compartmental model for within-resident transmission, accounting for susceptible depletion.
- Modeled control strategies as reductions in susceptible population, reproduction number, or symptomatic proportion.
Main Results:
- Vaccination or depopulation can yield greater than linear reductions in expected cases.
- A 20% preemptive reduction in susceptible population decreased disease burden by 47% (with R0=3.0 and density-dependent transmission).
- Optimizing residential unit apportionment and implementing timely reactive controls can further mitigate outbreak risk and burden.
Conclusions:
- Quantitative modeling offers a framework for understanding disease transmission and optimizing control in congregate settings.
- Strategic interventions, including population reduction and optimized spatial organization, are key to managing outbreaks.
- The findings provide a basis for policy decisions in infection control for vulnerable populations.
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