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W. Manjoro

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#graph neural networks Review Open access Nov 2026

A literature review of recurrent neural network approaches to malaria outbreak prediction in Sub-Saharan Africa

The review points out four persistent gaps: the lack of attention-augmented RNNs for malaria forecasting in Southern Africa, limited integration of health-facility infrastructure features with climate predictors, inadequate handling of missing data in African satellite-derived climate series, and the absence of operational dashboards that make model outputs usable for district health officers without statistical training.

Sophia Tembure, W. Manjoro · 0 citations