Databricks Hackathon 2026 - Team EP

Inspiration

This hackathon is to support the Virtue Foundation's curated dataset managed by Databricks. Healthcare planners often rely on facility directories that contain messy, incomplete, or overstated claims. A facility may list ICU, dialysis, or maternity care, but the evidence may not confirm that the service is actually available.

We wanted to help planners answer a more useful question:

Where is verified care actually missing?

What It Does

VeriCare Map lets planners select a capability, such as ICU or dialysis, and see districts shaded by care-gap score.

Each score combines:

Verified facility supply
District-level demand indicators
LLM-extracted structured facility data
Confidence and trust flags
Human field notes

Planners can click a district, inspect facilities, review evidence snippets, add notes, and trigger reclassification.

Why It Matters

The app does not blindly count facility claims. If a hospital claims ICU but has no ICU-bed evidence, it is flagged for review instead of counted as coverage.

Human corrections persist in Lakebase and improve future scoring.