Audit Trail · Article #2476852

Your letters: Serious concerns about boundary changes

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

published 2026-11-02T17:28:41 · ingested 2026-11-02T12:53:36.902007

Bias Analysis · B.I.A.S.

LEFT score: -1.00 confidence: 80% vv3

triggers: transparency(-0.08×1)

Trigger phrases: Serious concernstransparencypublic consultationfair representation

      computed at 2026-11-02T12:53:36.902007
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.371 confidence: 53% valhalla/distilbart-mnli-12-3

      computed at 2026-11-02T13:17:17.276544-05:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.315

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-11-02T12:57:01.304068

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: AB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (0)

No claims extracted yet.

Cross-Outlet Cluster · I.N.K.

Your letters: Serious concerns about boundary changes 1 article across outlets

      clustered at 2026-11-02T12:53:36.909390
    

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)

2026-11-02T12:53:36.902007 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: transparency(-0.08\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13757
}

2026-11-02T13:17:17.276544 bias_v2_scored

payload

{
  "confidence": 0.529,
  "ensemble_band": "center-left",
  "ensemble_score": -0.315,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.371
}

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