Two false positives (Account Payable Specialist, Dental Assistant) were
classified ACTIVE because ortho signal was matched against whole-page
boilerplate — dental employers mention 'orthodontics' in every posting.
- roles.py: title-based role gate (target/support/non_clinical/unknown)
with defaults + config terms; support/admin candidates are dropped at
board fetch and SERP discovery before verification
- verifier: ortho signal now checks title + job-description container only
(greenhouse/workday/icims/lever/smartrecruiters selectors); unknown
titles need a dentist credential (DDS/DMD/license) to become ACTIVE
- Orthodontic Clinician is treated as support — verified against Smile
Doctors postings ('under close supervision of an Orthodontist')
- non-target candidates are logged to workspace/candidates/*.roles.jsonl
(30-day retention) as offline audit input
- role_audit.py + 'proactive role-audit': gemma4 reviews borderline titles
offline and proposes terms; --write appends to sites/role_terms.auto.yaml
(runtime stays non-AI per CLAUDE.md)
I Luk Kim