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Author

Hangi Patrice

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Open access Jul 2026

Explainable Graph Neural Networks for Multimodal Malaria Risk Prediction Using Malaria Atlas Project (MAP)-Inspired Synthetic Data and Climate Indicators in Sub-Saharan Africa

An explainable multimodal artificial intelligence framework that integrates epidemiological, climatic, geospatial, and demographic information through a modality-specific encoder-fusion architecture is proposed and extended with a spatial Graph Neural Network component designed to capture inter-district dependencies and potential spatial spillover effects.

Kiro M Lauraine, M. Kasambya, Mundeke Ghislain et al. · 0 citations