Audit Trail · Article #2430812

Le DSN «a fait ses preuves», selon la ministre Marie-Karlynn Laflamme

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

published 2026-10-28T18:37:07 · ingested 2026-10-28T15:10:13.579674

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 80% vv3

The article is from Le Devoir, a known center-left publication in Quebec, and the quote by Marie-Karlynn Laflamme, who holds a political position as the Minister of Health, suggests a balanced view but leans towards the government's perspective.

Trigger phrases: a fait ses preuveson va agir

      computed at 2026-10-28T15:13:15.342735
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.329 confidence: 47% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T15:35:26.147539-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.265

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T15:17:43.268777

Tier-2 at: 2026-10-28T15:45:15.670663

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

true The DSN has proven itself despite implementation issues.

Laflamme explicitly states that the tool has worked, though there were problems with its rollout.

        A.X.I.O.M. · 2026-10-28T15:45:15.670663
      

mixed DSN implementation contributed to doctors leaving an Arthabaska hospital.

While a specific claim is made, it is not directly verified in this article and other factors are mentioned as well.

        A.X.I.O.M. · 2026-10-28T15:45:15.670663
      

Cross-Outlet Cluster · I.N.K.

Le DSN «a fait ses preuves», selon la ministre Marie-Karlynn Laflamme 1 article across outlets

      clustered at 2026-10-28T15:10:13.588665
    

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)

2026-10-28T15:10:13.579674 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
}

2026-10-28T15:35:26.147539 bias_v2_scored

payload

{
  "confidence": 0.47,
  "ensemble_band": "center-right",
  "ensemble_score": 0.265,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.329
}

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