Audit Trail · Article #2544705

«La lumière au bout du tunnel»: Barack Obama amène un optimisme pour le futur des concessionnaires

Source article ↗ · Le Journal de Montréal · outlet lean: right · owner: Quebecor (corporate)

published 2026-11-11T01:30:28 · ingested 2026-11-10T22:56:19.919000

Bias Analysis · B.I.A.S.

CENTER score: 0.15 confidence: 60% vv3

The article frames Obama’s visit as a source of hope for automotive dealers, reflecting a favorable tone toward political influence on the industry, but no explicit editorializing beyond this optimistic claim.

Trigger phrases: amène de l’espoir

      computed at 2026-11-10T23:30:09.992905
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

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

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-10T23:52:05.408514

Tier-2 at: 2026-11-10T23:52:05.408514

AI analyzed: ✓ at 2026-11-10T23:30:09.992905

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified (no factual claims extracted)

(model returned no claims for this article)

        V.E.R.I.F.Y. · 2026-11-10T23:52:05.406212
      

Cross-Outlet Cluster · I.N.K.

«La lumière au bout du tunnel»: Barack Obama amène un optimisme pour le futur des concessionnaires 1 article across outlets

      clustered at 2026-11-10T22:56:19.924136
    

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)

2026-11-10T22:56:19.919000 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 NO SIGNAL DETECTED (not a centrist finding)",
    "score": 0.0,
    "signal_detected": false
  },
  "source_id": 13765
}

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