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Predicting West Nile Virus Infection Risk From the Synergistic Effects of Rainfall and Temperature
L Shand1, W M Brown2, L F Chaves3
1Department of Statistics, University of Illinois, Urbana, IL 61801 (lshand2@illinois.edu), moruiz@illinois.edu.
Journal of Medical Entomology
|April 27, 2016
Summary
Predicting West Nile virus (WNV) risk is improved by weather models. Local data calibration and interactions between temperature and precipitation enhance WNV mosquito infection rate predictions.
Area of Science:
- Environmental Science
- Epidemiology
- Vector-borne Disease Ecology
Background:
- Mosquito-based surveillance is crucial for estimating West Nile virus (WNV) transmission risk to humans.
- Temperature and precipitation significantly influence mosquito infection rates and WNV transmission dynamics.
- Predictive models integrating weather data offer early warnings for WNV infection risk.
Purpose of the Study:
- To evaluate a prior WNV mosquito infection model's predictive accuracy in a new region.
- To enhance the model's predictive power by including additional weather factors impacting mosquito development.
Main Methods:
- Assessed the performance of an existing WNV mosquito infection model.
- Incorporated local mosquito infection rates and weather data for model calibration.
- Utilized interaction terms between temperature and precipitation to refine predictions.
Main Results:
- The original model captured general trends but required local calibration for improved accuracy.
- Interaction terms between temperature and precipitation significantly enhanced model performance.
- Temperature exhibited a stronger influence than rainfall; high temperatures amplified infection risk during low rainfall periods.
Conclusions:
- The refined model demonstrates practical, stable, and operationally valid performance for predicting WNV infection rates.
- Local data calibration is essential for accurate WNV transmission risk assessment.
- Understanding weather-environment interactions is key to predicting vector-borne disease outbreaks.
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