Audit Trail · Article #2461935

Ontario MP Giovanna Mingarelli debuts her family’s coat of arms

Source article ↗ · iPolitics · outlet lean: center · owner: iPolitics Inc. (independent)

published 2026-11-01T00:34:43 · ingested 2026-10-31T20:59:41.918653

Bias Analysis · B.I.A.S.

CENTER score: 0.00 confidence: 100% vv3

The article is a straightforward announcement about an event and does not contain any overtly biased language or perspectives.

      computed at 2026-10-31T21:21:18.858195
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.319 confidence: 46% valhalla/distilbart-mnli-12-3

      computed at 2026-10-31T21:19:43.226108-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.319

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-31T21:21:18.858195

Tier-2 at: 2026-10-31T21:21:18.858195

AI analyzed: ✓ at 2026-10-31T21:21:18.858195

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Giovanna Mingarelli publicly unveiled the coat of arms at the Royal Heraldry Symposium's 60th anniversary at the Chateau Laurier on Oct

Rule-based: source_credibility=False, has_stat=True, hedged=False

        heuristic-v1 · 2026-10-31T20:59:41.946082
      

unverified 31, with the design submitted to the Chancellery of Honours at Rideau Hall.

Rule-based: source_credibility=False, has_stat=True, hedged=False

        heuristic-v1 · 2026-10-31T20:59:41.946082
      

Cross-Outlet Cluster · I.N.K.

Ontario MP Giovanna Mingarelli debuts her family’s coat of arms 1 article across outlets

      clustered at 2026-10-31T20:59:41.937118
    

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)

2026-10-31T20:59:41.918653 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": 489
}

2026-10-31T21:19:43.226108 bias_v2_scored

payload

{
  "confidence": 0.456,
  "ensemble_band": "center-right",
  "ensemble_score": 0.319,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.319
}

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