Audit Trail · Article #459149

Le cercle des emplois perdus

Source article ↗ · L'actualité · outlet lean: center-left · owner: Mishmash Media (independent)

published 2026-06-03T05:00:00 · ingested 2026-06-03T22:36:35.027608

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — defaulted center

      computed at 2026-06-03T22:36:35.027608
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.271 confidence: 39% valhalla/distilbart-mnli-12-3

      computed at 2026-06-04T01:20:37.001523+00:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.136

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✗

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 cercle des emplois perdus 1 article across outlets

      clustered at 2026-06-03T22:36:35.164229
    

Governance — C.R.E.E.D.

A+

overall grade

99.5

By Category

Accountability {'events': 4106, 'grade': 'A+', 'score': 98.6}

Fairness {'events': 239436, 'grade': 'A+', 'score': 100.0}

Privacy {'events': 4204, 'grade': 'A+', 'score': 99.7}

Safety {'events': 917, 'grade': 'A+', 'score': 100.0}

Transparency {'events': 3238, 'grade': 'A+', 'score': 99.1}

Ethics audit by C.R.E.E.D. Institute · 251901 events tracked

Raw Audit Trail (2 events)

2026-06-03T22:36:35.027608 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 13766
}

2026-06-04T01:20:37.001523 bias_v2_scored

payload

{
  "confidence": 0.387,
  "ensemble_band": "center",
  "ensemble_score": 0.136,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.271
}

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