Audit Trail · Article #2387179

Une ministre chargée d’«accéder à l’indépendance», une première

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

published 2026-10-22T00:57:00 · ingested 2026-10-21T21:33:47.599882

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — NO SIGNAL DETECTED (not a centrist finding)

      computed at 2026-10-21T21:33:47.599882
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.323 confidence: 46% valhalla/distilbart-mnli-12-3

      computed at 2026-10-21T21:38:01.126406-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.323

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-21T21:38:29.037562

Tier-2 at: —

AI analyzed: ✓ at 2026-10-21T21:37:34.028300

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (4)

unverified Catherine Gentilcore has time to lead this dossier alongside all of her other responsibilities.

        fact_v1 · 2026-10-21T21:37:37.931916
      

unverified She will handle the ministerial charge and manage her duties simultaneously.

        fact_v1 · 2026-10-21T21:37:37.931916
      

unverified Catherine Gentin-core assures she will have time to lead this dossier in addition to all her other responsibilities.

        V.E.R.I.F.Y. · 2026-10-21T21:38:29.031391
      

unverified Minister Catherine Gentilcore is responsible for 'accessing independence' and serves as the first minister to take on such a role.

        V.E.R.I.F.Y. · 2026-10-21T21:38:29.031391
      

Cross-Outlet Cluster · I.N.K.

Une ministre chargée d’«accéder à l’indépendance», une première 1 article across outlets

      clustered at 2026-10-21T21:33:47.605779
    

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)

2026-10-21T21:33:47.599882 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": 592
}

2026-10-21T21:38:01.126406 bias_v2_scored

payload

{
  "confidence": 0.461,
  "ensemble_band": "center-left",
  "ensemble_score": -0.323,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.323
}

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