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Engineering

DeID Privacy Studio — PHI / PII redaction

An interactive studio that finds and masks 25 distinct kinds of personal identifier in free text, with a per-label policy.

Presented as engineering, not as an ML result: there is no measured precision/recall claim, so none is shown.

Results

Every value links to the committed artifact that produces it.

MetricValueEvidence
Distinct entity types (measured, not "20+")25app/deid/policies.py
Per-label policy — mask / hash / redactconfigurableapp/deid/engine.py

Running it

A hosted studio is planned; it requires the spaCy model to be present at build time (a silent failure mode otherwise).

Stack

  • spaCy
  • FastAPI
  • PHI / PII