Intake pipeline for clinical documents that must be de-identified before they are reviewed. Input is scrubbed at ingest — before it reaches storage, logs, or any model — and a flagship redaction pass then adds the identifiers that pattern matching cannot reach (names in prose, facilities, described locations). Downstream steps see only the redacted document.
Domain: healthcare