Audit Trail · Article #2522048

Un budget tout à fait libéral

Source article ↗ · Radio-Canada · outlet lean: center-left · owner: CBC/Radio-Canada (public)

published 2026-11-08T09:00:00 · ingested 2026-11-08T04:22:21.339146

Bias Analysis · B.I.A.S.

LEFT score: -1.00 vv3

triggers: trudeau(-0.20×1), mark carney(-0.15×1)

      computed at 2026-11-08T04:22:21.339146
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.315 confidence: 45% valhalla/distilbart-mnli-12-3

      computed at 2026-11-08T09:37:28.366967-05:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.343

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-11-08T09:46:16.668363

Tier-2 at: —

AI analyzed: ✓ at 2026-11-08T04:31:37.099051

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Le premier ministre Mark Carney découvre une tendance déboursière chez Justin Trudeau.

        V.E.R.I.F.Y. · 2026-11-08T09:46:16.664911
      

unverified Mark Carney est le chef du gouvernement d'Israël

        V.E.R.I.F.Y. · 2026-11-08T09:46:16.664911
      

unverified Les changements de politique peuvent entraîner des dépenses croissantes

        V.E.R.I.F.Y. · 2026-11-08T09:46:16.664911
      

Cross-Outlet Cluster · I.N.K.

Un budget tout à fait libéral 1 article across outlets

      clustered at 2026-11-08T04:22:21.343346
    

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)

2026-11-08T04:22:21.339146 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: trudeau(-0.20\u00d71), mark carney(-0.15\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 591
}

2026-11-08T09:37:28.366967 bias_v2_scored

payload

{
  "confidence": 0.45,
  "ensemble_band": "center-left",
  "ensemble_score": -0.343,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.315
}

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