Audit Trail · Article #2426575

Nathalie Simard dénonce une violence hors de contrôle sur le web

Source article ↗ · Le Journal de Montréal · outlet lean: right · owner: Quebecor (corporate)

published 2026-10-28T00:49:46 · ingested 2026-10-28T04:50:30.439019

Bias Analysis · B.I.A.S.

CENTER score: -0.50 confidence: 80% vv3

The article focuses on online violence directed at a specific individual, which could be seen as biased against the person targeted.

Trigger phrases: hate speechpoint of the iceberg

      computed at 2026-10-28T04:57:56.897777
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.259 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T04:56:57.503403-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.259

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T05:03:17.489034

Tier-2 at: 2026-10-28T05:03:17.489034

AI analyzed: ✓ at 2026-10-28T04:57:56.897777

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified (no factual claims extracted)

(model returned no claims for this article)

        V.E.R.I.F.Y. · 2026-10-28T05:03:17.486021
      

Cross-Outlet Cluster · I.N.K.

Nathalie Simard dénonce une violence hors de contrôle sur le web 1 article across outlets

      clustered at 2026-10-28T04:50:30.441955
    

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)

2026-10-28T04:50:30.439019 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": 13765
}

2026-10-28T04:56:57.503403 bias_v2_scored

payload

{
  "confidence": 0.37,
  "ensemble_band": "center-right",
  "ensemble_score": 0.259,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.259
}

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