Audit Trail · Article #2374894

Être de calibre en éducation

Source article ↗ · NB Media Co-op · outlet lean: left · owner: NB Media Co-op (non_profit)

published 2026-10-20T14:59:01.997018 · ingested 2026-10-20T12:59:01.997018

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 80% vv3

The article maintains a neutral tone and presents factual information without evident bias, but the focus on financial aspects might lean slightly towards a negative perspective.

Trigger phrases: financement fédéral

      computed at 2026-10-20T13:05:07.847387
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-10-20T13:05:20.027854-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-20T13:05:18.321288

Tier-2 at: 2026-10-20T13:05:18.321288

AI analyzed: ✓ at 2026-10-20T13:05:07.847387

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: NB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified La modernisation de la PALC (Politique d’aménagement linguistique et culturel) réalisée récemment a soulevé des espoirs et des commentaires élogieux.

The claim is an opinion or statement of effect rather than a specific factual assertion. There are no attributed sources or verifiable details provided to support this statement.

        fact_v1 · 2026-10-20T13:05:37.224117
      

Cross-Outlet Cluster · I.N.K.

Être de calibre en éducation 1 article across outlets

      clustered at 2026-10-20T12:59:02.011946
    

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': 1, 'grade': 'A+', 'note': 'below minimum volume (1 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 · 1 events tracked

Raw Audit Trail (2 events)

2026-10-20T12:59:01.997018 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": 14338
}

2026-10-20T13:05:20.027854 bias_v2_scored

payload

{
  "confidence": 0.373,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

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