Audit Trail · Article #2440021

Canada’s unions prepare for nationwide fight over Ottawa’s labour law proposals

Source article ↗ · Winnipeg Free Press · outlet lean: center · owner: FP Newspapers (independent local) (independent)

published 2026-10-29T17:47:43 · ingested 2026-10-29T13:59:45.386827

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.50 confidence: 80% vv3

The article focuses on labor unions' response to proposed changes, which suggests a pro-labor stance.

Trigger phrases: nationwide fightproposals

      computed at 2026-10-29T13:59:45.386827
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.334 confidence: 48% valhalla/distilbart-mnli-12-3

      computed at 2026-10-29T15:17:56.221203-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.333

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-29T14:12:38.213268

Tier-2 at: 2026-10-30T00:17:01.873051

AI analyzed: ✓ at 2026-10-29T14:02:27.634390

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Canada’s unions prepare for nationwide fight over Ottawa’s labour law proposals

The title directly states the main claim of the article.

        F.A.C.T.O.I.D. · 2026-10-30T00:17:01.873051
      

Cross-Outlet Cluster · I.N.K.

Canada’s unions prepare for nationwide fight over Ottawa’s labour law proposals 2 articles across outlets

      clustered at 2026-10-29T13:59:45.393552
    

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)

2026-10-29T13:59:45.386827 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: unions(-0.40\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13761
}

2026-10-29T15:17:56.221203 bias_v2_scored

payload

{
  "confidence": 0.477,
  "ensemble_band": "center-left",
  "ensemble_score": -0.333,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.334
}

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