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Audit Trail · Article #2424895

À Victoriaville, le Dossier santé numérique pousse des médecins à quitter l’hôpital

Source article ↗ · Le Devoir · outlet lean: center-left · owner: Le Devoir (independent co-op) (non_profit)
published 2026-10-28T04:00:00 · ingested 2026-10-28T00:44:05.829840
Bias Analysis · B.I.A.S.
CENTER-LEFT score: -0.50 confidence: 85% vv3
The article focuses on the negative impacts of a digital health record system, potentially reflecting a critical stance towards government policies.
Trigger phrases: goutte qui a fait déborder le vasedécouragéeexode des médecins
computed at 2026-10-28T00:47:56.597398
ML Bias Signal · DistilBERT Zero-Shot (v2)
RIGHT score: 0.308 confidence: 44% valhalla/distilbart-mnli-12-3
computed at 2026-10-28T00:47:29.996233-04:00
Ensemble (heuristic + ML v2)
CENTER RIGHT score: 0.308
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-10-28T00:54:06.966664
Tier-2 at: 2026-10-28T01:07:13.631834
AI analyzed: ✓ at 2026-10-28T00:47:56.597398
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: QC
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (3)
true Nine general practitioners have left the Arthabaska Regional Hospital recently.
The article provides a specific number and timeframe for the departures, making it verifiable.
E.C.H.O. · 2026-10-28T01:07:13.631834
mixed The implementation of the Digital Health Record (DSN) is partially to blame for these departures.
While Dr. Bétit attributes part of the exodus to DSN issues, she acknowledges other factors as well.
E.C.H.O. · 2026-10-28T01:07:13.631834
true The DSN implementation has caused delays and additional steps in patient transfers.
Dr. Bétit provides specific examples of how the system has impacted her work.
E.C.H.O. · 2026-10-28T01:07:13.631834
Cross-Outlet Cluster · I.N.K.
À Victoriaville, le Dossier santé numérique pousse des médecins à quitter l’hôpital 1 article across outlets
clustered at 2026-10-28T00:44:05.838004
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)
  1. 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
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.44,
  "ensemble_band": "center-right",
  "ensemble_score": 0.308,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.308
}
Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.