Audit Trail · Article #2421713

Lines that landed: Question Period for October 27

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

published 2026-10-27T19:30:15 · ingested 2026-10-27T15:37:49.139007

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.40 vv3

The article presents a left-leaning perspective, focusing on criticisms of the government by opposition parties and highlighting Liberal achievements.

Trigger phrases: Conservatives hammeredBloc accused OttawaLiberals answered

      computed at 2026-10-27T15:37:49.139007
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.262 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-10-27T15:45:20.275047-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.262

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-27T15:45:58.281030

Tier-2 at: 2026-10-27T16:19:03.778137

AI analyzed: ✓ at 2026-10-27T15:45:58.281030

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

true The Conservatives criticized the government for debt interest and a tanker ban.

The article includes direct quotes from Conservative MPs regarding these issues.

        A.X.I.O.M. · 2026-10-27T16:19:03.778137
      

true The Bloc Québécois accused Ottawa of muzzling Quebec at the Canada-EU summit in Montreal.

The article directly cites Yves-François Blanchet's statement about this issue.

        A.X.I.O.M. · 2026-10-27T16:19:03.778137
      

true Liberals presented investment figures and falling rents as positive points.

The article mentions these specific claims made by Liberal MPs.

        A.X.I.O.M. · 2026-10-27T16:19:03.778137
      

Cross-Outlet Cluster · I.N.K.

Lines that landed: Question Period for October 27 1 article across outlets

      clustered at 2026-10-27T15:37:49.143039
    

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)

2026-10-27T15:37:49.139007 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
}

2026-10-27T15:45:20.275047 bias_v2_scored

payload

{
  "confidence": 0.375,
  "ensemble_band": "center-right",
  "ensemble_score": 0.262,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.262
}

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