Audit Trail · Article #2431120

Lines that landed: Question Period for October 28

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

published 2026-10-28T19:26:55 · ingested 2026-10-28T15:40:19.442813

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.40 confidence: 85% vv3

The article predominantly features quotes from Conservative MPs criticizing the government, indicating a left-leaning bias.

Trigger phrases: Conservatives pin itThey will be popping the champagnedemand the Liberals take Stelco to court

      computed at 2026-10-28T16:05:11.933678
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.260 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T16:03:42.349849-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.260

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T16:08:36.105425

Tier-2 at: 2026-10-29T04:08:09.889642

AI analyzed: ✓ at 2026-10-28T16:05:11.933678

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (4)

true The Bank of Canada's rate hike was a major topic during Question Period.

The article explicitly states that the Bank of Canada’s rate hike set the agenda.

        V.E.T. · 2026-10-29T04:08:09.889642
      

true Conservatives criticized the government over the clean fuel standard and Stelco layoffs.

Quotes from Conservative MPs are prominently featured, criticizing both policies.

        V.E.T. · 2026-10-29T04:08:09.889642
      

true The Liberal Party defended their positions on growth forecasts and benefits.

Quotes from Liberal MPs support this claim by emphasizing positive impacts of government actions.

        V.E.T. · 2026-10-29T04:08:09.889642
      

true Quebec's representation at the Canada-EU summit was a contentious issue among political parties.

Quotes from both Conservative and Bloc Québécois MPs highlight disagreements over Quebec’s role in the summit.

        V.E.T. · 2026-10-29T04:08:09.889642
      

Cross-Outlet Cluster · I.N.K.

Lines that landed: Question Period for October 28 1 article across outlets

      clustered at 2026-10-28T15:40:19.446811
    

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)

2026-10-28T15:40:19.442813 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
}

2026-10-28T16:03:42.349849 bias_v2_scored

payload

{
  "confidence": 0.372,
  "ensemble_band": "center-right",
  "ensemble_score": 0.26,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.26
}

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