Audit Trail · Article #2432437

Les Premières Nations n’ont pas à faire les frais des chicanes Québec-Ottawa, avertit l’APNQL

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

published 2026-10-28T23:10:13 · ingested 2026-10-28T19:45:57.251127

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 85% vv3

The article presents a balanced view, discussing both the concerns of the APNQL and the justification provided by the Quebec government without overt bias.

Trigger phrases: Les Premières Nations n’ont pas à faire les fraistrès constructiveassez réfléchi

      computed at 2026-10-28T20:20:18.357386
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.306 confidence: 44% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T20:14:57.045272-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.306

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T20:20:18.357386

Tier-2 at: 2026-10-28T20:20:18.357386

AI analyzed: ✓ at 2026-10-28T20:20:18.357386

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Le chef Verreault-Paul est inquiet que les dossiers pourraient rester stables en raison des divergences entre les Québecois et les Ottawa.

        fact_v1 · 2026-10-28T20:20:18.550805
      

unverified L'APNQL, une source gouvernementale, a récemment exprimé la préoccupation concernant le fait que les relations entre le Québec et l'Ontario ne soient pas plus équilibrées que lors de leurs premières années d'intégration.

        fact_v1 · 2026-10-28T20:20:18.550805
      

Cross-Outlet Cluster · I.N.K.

Les Premières Nations n’ont pas à faire les frais des chicanes Québec-Ottawa, avertit l’APNQL 1 article across outlets

      clustered at 2026-10-28T19:45:57.259119
    

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)

2026-10-28T19:45:57.251127 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
}

2026-10-28T20:14:57.045272 bias_v2_scored

payload

{
  "confidence": 0.436,
  "ensemble_band": "center-right",
  "ensemble_score": 0.306,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.306
}

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