Audit Trail · Article #2372552

Opinion: Who gets a seat at the table?

Source article ↗ · Calgary Herald · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-10-20T12:00:20 · ingested 2026-10-20T08:06:40.450607

Bias Analysis · B.I.A.S.

RIGHT score: 1.00 confidence: 80% vv3

triggers: entrepreneurs(+0.15×1)

Trigger phrases: next-generation leaderscreators, builders, entrepreneurs

      computed at 2026-10-20T08:06:40.450607
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 47% valhalla/distilbart-mnli-12-3

      computed at 2026-10-20T08:14:05.727705-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.500

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-20T08:23:45.932617

Tier-2 at: —

AI analyzed: ✓ at 2026-10-20T08:08:42.180040

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: AB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Every day, Calgary's next-generation leaders make decisions that shape its future.

        V.E.R.I.F.Y. · 2026-10-20T08:23:45.929946
      

unverified The Hunter Hub for Entrepreneurial Thinking at the University of Calgary hosts creators and builders who aspire to transform society.

        V.E.R.I.F.Y. · 2026-10-20T08:23:45.929946
      

Cross-Outlet Cluster · I.N.K.

Opinion: Who gets a seat at the table? 1 article across outlets

      clustered at 2026-10-20T08:06:40.524810
    

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)

2026-10-20T08:06:40.450607 ingested

payload

{
  "bias": {
    "band": "right",
    "heuristic_version": "v3",
    "rationale": "triggers: entrepreneurs(+0.15\u00d71)",
    "score": 1.0,
    "signal_detected": true
  },
  "source_id": 13757
}

2026-10-20T08:14:05.727705 bias_v2_scored

payload

{
  "confidence": 0.472,
  "ensemble_band": "center-right",
  "ensemble_score": 0.5,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

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