Audit Trail · Article #2438115

Joly says she will meet with Stelco owner if company gives 'concrete' plan to bring workers back

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

published 2026-10-29T13:55:47 · ingested 2026-10-29T10:15:47.153998

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 75% vv3

The article presents a factual statement from the industry minister without overtly biased language.

      computed at 2026-10-29T10:15:47.153998
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.292 confidence: 42% valhalla/distilbart-mnli-12-3

      computed at 2026-10-29T10:17:09.257147-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.292

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-29T11:04:37.080987

Tier-2 at: 2026-10-29T12:06:35.228092

AI analyzed: ✓ at 2026-10-29T11:04:37.080987

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Industry Minister Mélanie Joly said she would meet with Stelco's president if the company provides a solid plan to bring back workers who are off the job.

The statement is directly supported by the article and quotes from Industry Minister Mélanie Joly.

        P.R.O.O.F. · 2026-10-29T12:06:35.228092
      

Cross-Outlet Cluster · I.N.K.

Joly says she will meet with Stelco owner if company gives 'concrete' plan to bring workers back 1 article across outlets

      clustered at 2026-10-29T10:15:47.351392
    

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)

2026-10-29T10:15:47.153998 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": 1
}

2026-10-29T10:17:09.257147 bias_v2_scored

payload

{
  "confidence": 0.417,
  "ensemble_band": "center-right",
  "ensemble_score": 0.292,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.292
}

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