Audit Trail · Article #2545214

Le cégep en français, un puissant agent de socialisation et d’inclusion

Source article ↗ · Le Devoir · outlet lean: center-left · owner: Le Devoir (independent co-op) (non_profit)

published 2026-11-11T05:00:00 · ingested 2026-11-11T00:26:14.845735

Bias Analysis · B.I.A.S.

LEFT score: -1.00 confidence: 80% vv3

triggers: inclusion(-0.10×3)

Trigger phrases: extension de la loi 101puissant agent de socialisation et d’inclusion

      computed at 2026-11-11T00:26:14.845735
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

ML scoring pending — backlog worker processes ~50 articles per ingest cycle.

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-11-11T00:31:08.460005

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified L’extension de la loi 101 au cégep promet des retombées colossales sur l’écosystème culturel et médiatique.

Rule-based: source_credibility=False, has_stat=True, hedged=False

        heuristic-v1 · 2026-11-11T00:26:14.871921
      

Cross-Outlet Cluster · I.N.K.

Le cégep en français, un puissant agent de socialisation et d’inclusion 1 article across outlets

      clustered at 2026-11-11T00:26:14.863902
    

Governance — C.R.E.E.D.

A+

overall grade

100.0

By Category

Accountability {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Environmental {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Fairness {'events': 3, 'grade': 'A+', 'note': 'below minimum volume (3 events; minimum 100 for a non-provisional score)', 'provisional': True, 'score': 100.0}

Privacy {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Safety {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Transparency {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Ethics audit by C.R.E.E.D. Institute · 3 events tracked

Raw Audit Trail (1 event)

2026-11-11T00:26:14.845735 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: inclusion(-0.10\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 592
}

Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.