Audit Trail · Article #2487921

Une mise à jour sur les chiffres de l’immigration sera intégrée au budget fédéral

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

published 2026-11-03T18:59:48 · ingested 2026-11-03T14:53:37.443944

Bias Analysis · B.I.A.S.

LEFT score: -0.20 confidence: 80% vv3

The article focuses on government policies and does not take a strong stance, but the context leans towards a left-leaning perspective in discussing immigration control.

Trigger phrases: gouvernementimmigration

      computed at 2026-11-03T15:54:18.390345
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.239 confidence: 34% valhalla/distilbart-mnli-12-3

      computed at 2026-11-03T15:48:15.075921-05:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.239

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-03T15:54:18.390345

Tier-2 at: 2026-11-03T15:54:18.390345

AI analyzed: ✓ at 2026-11-03T15:54:18.390345

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Ottawa prévoit d'accueillir 380 000 résidents permanents par an entre 2026 et 2028.

        fact_v1 · 2026-11-03T15:54:18.494282
      

unverified Une mise à jour sur les chiffres de l’immigration sera intégrée au budget fédéral qui sera publié jeudi, a confirmé une source gouvernementale au courant du projet.

        fact_v1 · 2026-11-03T15:54:18.494282
      

unverified Le premier ministre Mark Carney a assuré que l’immigration était à nouveau sous contrôle et que la question était désormais de savoir quand le Canada devrait entamer une «augmentation contrôlée» de sa population.

        fact_v1 · 2026-11-03T15:54:18.494282
      

Cross-Outlet Cluster · I.N.K.

Une mise à jour sur les chiffres de l’immigration sera intégrée au budget fédéral 1 article across outlets

      clustered at 2026-11-03T14:53:37.456643
    

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)

2026-11-03T14:53:37.443944 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
}

2026-11-03T15:48:15.075921 bias_v2_scored

payload

{
  "confidence": 0.341,
  "ensemble_band": "center",
  "ensemble_score": 0.239,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.239
}

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