The Data Pipeline
From Record to Insight
1. Data Lake
SOURCE: EMR / AGGREGATE
Raw Ingestion Layer
PROCESSING
2. Intelligence Core
SUPERSET + AI MODELS
Normalization & Prediction
3. Visualization
DHIS2 / DASHBOARDS
Actionable Insights
The Data Hierarchy
1. Data Lake (Source)
The single source of truth. Aggregates data from the EMR, Lab Systems, and Legacy Health Records into a unified schema.
2. Operational BI
Apache Superset dashboards for hospital admin. Track revenue, bed occupancy, and inventory velocity in real-time.
3. National Reporting
Automated DHIS2 aggregation. Push indicators directly to government servers without manual tabulation.
Sovereign AI Models
Run predictive models locally. Forecast disease outbreaks or supply shortages without sending patient data to Big Tech.
Clinical Decision Support
Real-time alerts for drug interactions and protocol adherence based on local clinical guidelines.
Federated Learning
Train models across multiple hospitals without ever moving the patient data from the premise.