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Updated: Feb 8, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Developing a community-centred malaria early warning system based on indigenous knowledge: Gwanda District, Zimbabwe.
Margaret Macherera1,2, Moses J Chimbari2
1Department of Environmental Science and Health, National University of Science and Technology, Zimbabwe.
Integrating indigenous knowledge systems (IKS) into malaria control programs in Zimbabwe enhances disease prediction. Communities identified environmental indicators for an early warning system, improving malaria hazard understanding.
Area of Science:
- Public Health
- Environmental Science
- Anthropology
Background:
- Malaria remains a significant public health challenge in Sub-Saharan Africa.
- Decades of control efforts have not fully integrated community-level knowledge.
- Indigenous knowledge systems (IKS) on malaria prediction are often overlooked in control programs.
Purpose of the Study:
- To integrate indigenous knowledge systems (IKS) on malaria into the malaria control program in Gwanda District, Zimbabwe.
- To explore community understanding of malaria as a hazard and its environmental indicators.
- To develop a community-based malaria early warning system (EWS) model.
Main Methods:
- A 3-year study utilizing participatory rural appraisals, key informant interviews, household interviews, and workshops.
- Data collection in three high-incidence wards (11, 15, 18) of Gwanda District.
- Identification of volunteer IKS experts to record indigenous environmental indicators.
Main Results:
- Community-generated disease livelihoods calendars revealed knowledge on malaria's link to temperature and rainfall.
- Indigenous environmental indicators for malaria occurrence were classified into insects, plant phenology, animals, weather, and cosmological factors, with plant phenology being prominent.
- A community-based malaria EWS model was developed and implemented in two wards, involving IKS experts and health workers.
Conclusions:
- Integrating IKS into malaria control programs is feasible and valuable.
- Indigenous environmental indicators can effectively inform malaria prediction and early warning systems.
- Community participation and local knowledge are crucial for successful malaria control strategies.
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