Audit Trail · Article #2409261

Zumretay Arkin sera candidate pour le Bloc québécois dans Laurier — Sainte-Marie

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

published 2026-10-25T17:10:00 · ingested 2026-10-25T14:27:14.785240

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 85% vv3

The article presents information about a candidate from the Bloc Québécois, which is generally considered a left-wing party in Canada.

Trigger phrases: ex-vice-présidenteCongrès mondial ouïghour

      computed at 2026-10-25T14:47:04.981125
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.339 confidence: 48% valhalla/distilbart-mnli-12-3

      computed at 2026-10-25T14:39:10.626797-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.669

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-25T14:47:04.981125

Tier-2 at: 2026-10-25T14:47:04.981125

AI analyzed: ✓ at 2026-10-25T14:47:04.981125

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 verifiable claims detected.

        fact_v1 · 2026-10-25T14:47:10.475971
      

Cross-Outlet Cluster · I.N.K.

Zumretay Arkin sera candidate pour le Bloc québécois dans Laurier — Sainte-Marie 1 article across outlets

      clustered at 2026-10-25T14:27:14.792550
    

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 (2 events)

2026-10-25T14:27:14.785240 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: bloc qu\u00e9b\u00e9cois(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 592
}

2026-10-25T14:39:10.626797 bias_v2_scored

payload

{
  "confidence": 0.485,
  "ensemble_band": "left",
  "ensemble_score": -0.669,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.339
}

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