#healthcare

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.

Redact the 18 HIPAA Safe Harbor identifiers from clinical text (or produce a Limited Data Set) with consistent pseudonym tokens and an audit manifest of what was removed.