Audit Trail · Article #459646

Le Festif! à l’école: Émile Bilodeau s’invite au primaire - lequotidien.com

Source article ↗ · Le Quotidien · outlet lean: center-left · owner: Coopérative nationale de l'information indépendante (non_profit)

published 2026-06-03T08:00:00 · ingested 2026-06-03T22:39:30.307042

Bias Analysis · B.I.A.S.

CENTER score: 0.40 confidence: 85% vv3

The article is about a school event featuring Émile Bilodeau, a well-known Quebec artist, and does not present any overt biases or prejudices in its content. However, the frequency of Bilodeau's name and the focus on his visit to the primary school could be interpreted as a slight positive bias towards him.

Trigger phrases: Émile BilodeauLe Festif! à l’école: Émile Bilodeau s’invite au primaire

      computed at 2026-06-04T02:17:58.309474
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.257 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-06-04T01:03:43.195398+00:00
    

Ensemble (heuristic + ML v2)

CENTER score: -0.129

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-06-04T02:17:58.309474

Geographic Extraction · L.O.C.A.L.

Country: —

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (0)

No claims extracted yet.

Cross-Outlet Cluster · I.N.K.

Le Festif! à l’école: Émile Bilodeau s’invite au primaire - lequotidien.com 1 article across outlets

      clustered at 2026-06-03T22:39:30.442965
    

Governance — C.R.E.E.D.

A+

overall grade

99.5

By Category

Accountability {'events': 4109, 'grade': 'A+', 'score': 98.6}

Fairness {'events': 240046, 'grade': 'A+', 'score': 100.0}

Privacy {'events': 4230, 'grade': 'A+', 'score': 99.7}

Safety {'events': 919, 'grade': 'A+', 'score': 100.0}

Transparency {'events': 3240, 'grade': 'A+', 'score': 99.1}

Ethics audit by C.R.E.E.D. Institute · 252544 events tracked

Raw Audit Trail (2 events)

2026-06-03T22:39:30.307042 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 14345
}

2026-06-04T01:03:43.195398 bias_v2_scored

payload

{
  "confidence": 0.368,
  "ensemble_band": "center",
  "ensemble_score": -0.129,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.257
}

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