Audit Trail · Article #2488397

Lines that landed: Question Period for November 3

Source article ↗ · The Hub · outlet lean: center-right · owner: The Hub Canada (independent)

published 2026-11-03T20:23:52 · ingested 2026-11-03T15:53:50.197124

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 80% vv3

The article presents viewpoints from the opposition party (Conservative and Liberal MPs) and criticizes the government's stance, suggesting a left-leaning bias.

Trigger phrases: opposition pressedgovernment’s policiesmasters in our own house

      computed at 2026-11-03T15:53:50.197124
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.261 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-11-03T16:10:45.177673-05:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.261

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-03T16:01:36.429771

Tier-2 at: 2026-11-03T16:34:46.077534

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

true The opposition pressed the government on its absence from U.S. trade talks and budget fiscal anchor.

The article directly states this as a focus of questioning during Question Period.

        V.E.R.I.F.Y. · 2026-11-03T16:34:46.077534
      

true Dominic LeBlanc argues that Canada walked away from a bad deal with the Americans.

LeBlanc’s statement is explicitly quoted in the article and aligns with his party's perspective.

        V.E.R.I.F.Y. · 2026-11-03T16:34:46.077534
      

true The Bloc Québécois argued that American influence is at play under this government.

LeBlanc’s quote directly addresses this point, as translated from French to English.

        V.E.R.I.F.Y. · 2026-11-03T16:34:46.077534
      

Cross-Outlet Cluster · I.N.K.

Lines that landed: Question Period for November 3 1 article across outlets

      clustered at 2026-11-03T15:53:50.202566
    

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)

2026-11-03T15:53:50.197124 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": 14347
}

2026-11-03T16:10:45.177673 bias_v2_scored

payload

{
  "confidence": 0.372,
  "ensemble_band": "center-right",
  "ensemble_score": 0.261,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.261
}

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