#human-in-the-loop

When a health system's lab results ingestion pipeline hits an unknown column header, this skill semantically matches the source column against the canonical clinical schema (LOINC-anchored), scoped by lab and clinical domain, and writes a suggested mapping to a Dataverse review queue for a clinical informatics steward to approve.