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Simple models for containment of a pandemic
Julien Arino1, Fred Brauer, P van den Driessche
1Department of Mathematics, University of Manitoba, Winnipeg, Manitoba, Canada. julien_arino@umanitoba.ca
Simple deterministic models can predict epidemic behavior, aiding pandemic planning for unknown outbreaks. Complex network models are best for localized, ongoing disease events and antiviral treatment strategies.
Area of Science:
- Epidemiology
- Mathematical Modeling
Background:
- Stochastic network models are standard for epidemic studies.
- Deterministic compartmental models offer alternative predictive capabilities.
Purpose of the Study:
- To demonstrate that simple deterministic models can replicate predictions from complex network models.
- To propose optimal strategies for pandemic preparedness and response.
Main Methods:
- Formulation of deterministic compartmental models for influenza outbreaks.
- Analysis of disease management through vaccination and antiviral treatment.
Main Results:
- Deterministic models yield similar predictions to network models for general epidemic forecasting.
- Antiviral treatment requirements show extreme sensitivity to initial infection numbers, challenging reliable estimation.
- Simple models are recommended for initial pandemic planning, with complex models reserved for well-defined local outbreaks.
Conclusions:
- Classical deterministic compartmental models provide a valuable and simpler alternative for early-stage pandemic planning.
- The high sensitivity of antiviral needs to initial conditions necessitates cautious treatment strategies.
- A combination of pre-epidemic vaccination and during-epidemic treatment is suggested for influenza management.
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