Spatial transferability of an agent-based model to simulate Taenia solium control interventions
Francesco Pizzitutti1, Gabrielle Bonnet2, Eloy Gonzales-Gustavson3
1Geography Department, San Francisco de Quito University, Quito, Ecuador. francesco.pizzitutti@gmail.com.
A non-local calibration approach improved the spatial transferability of the CystiAgent model for Taenia solium transmission. This allows for reliable predictions across diverse villages without recalibration, aiding regional control strategies.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Parasitology
Background:
- Taenia solium (T. solium) is a zoonotic parasite causing epilepsy and economic losses.
- Mathematical models aid in predicting the impact of T. solium control interventions.
- Model calibration is crucial for credibility but can limit geographic transferability.
Purpose of the Study:
- To assess if a non-local model calibration approach enhances the spatial transferability of the CystiAgent model for T. solium transmission.
- To evaluate the model's ability to predict transmission dynamics in new locations without recalibration.
Main Methods:
- Employed a non-local calibration approach using T. solium data from eight villages in Northwest Peru.
- Transferred the calibrated CystiAgent model to 21 additional villages.
- Validated model outputs against 2-year pig serology data from intervention trials.
Main Results:
- Simulated pre-intervention pig seroprevalences were validated in 81% of destination villages.
- Model outputs reproduced validated pig seroincidence in 76% of destination villages post-intervention.
- Demonstrated successful spatial transferability of the CystiAgent model without recalibration.
Conclusions:
- The non-local calibration approach enables robust T. solium transmission modeling across geographically similar regions.
- The model can simulate baseline conditions and intervention outcomes, supporting large-scale regional assessments.
- Facilitates the development of regional models for T. solium transmission and control.
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