Audit Trail · Article #2342792

Ottawa garde secret l’usage fait de l’IA dans sa formation sur l’IA

Source article ↗ · Le Devoir · outlet lean: center-left · owner: Le Devoir (independent co-op) (non_profit)

published 2026-10-16T04:00:00 · ingested 2026-10-16T00:35:44.196370

Bias Analysis · B.I.A.S.

LEFT score: -0.50 confidence: 80% vv3

The review highlights a lack of transparency, which is often associated with government practices that are not favored by the left.

Trigger phrases: lack of transparencypromise of transparence

      computed at 2026-10-16T01:41:37.492758
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.289 confidence: 41% valhalla/distilbart-mnli-12-3

      computed at 2026-10-16T01:37:47.893676-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.289

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-16T01:41:37.492758

Tier-2 at: 2026-10-16T01:41:37.492758

AI analyzed: ✓ at 2026-10-16T01:41:37.492758

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Le silence sur cette formation fait référence au gouvernement de l'Ontario.

        fact_v1 · 2026-10-16T01:42:07.590798
      

unverified Cette formation est payée à coups de millions d'euros.

        fact_v1 · 2026-10-16T01:42:07.590798
      

unverified La promesse de transparence du ministre Solomon n'est pas tenue dans ce cas.

        fact_v1 · 2026-10-16T01:42:07.590798
      

Cross-Outlet Cluster · I.N.K.

Ottawa garde secret l’usage fait de l’IA dans sa formation sur l’IA 1 article across outlets

      clustered at 2026-10-16T00:35:44.204505
    

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)

2026-10-16T00:35:44.196370 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": 592
}

2026-10-16T01:37:47.893676 bias_v2_scored

payload

{
  "confidence": 0.412,
  "ensemble_band": "center-right",
  "ensemble_score": 0.289,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.289
}

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