Audit Trail · Article #2382521

Young anglophones continue to leave Quebec, but study shows trend seeing a slowdown

Source article ↗ · The Globe and Mail · outlet lean: center · owner: Globe and Mail Inc. (Woodbridge) (corporate)

published 2026-10-21T11:06:27 · ingested 2026-10-21T07:15:31.631550

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 80% vv3

The article presents a balanced view on the trend of young anglophones leaving Quebec, neither strongly advocating for nor against it.

Trigger phrases: slowing downnet lossbetter integrated

      computed at 2026-10-21T07:23:48.836455
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 56% valhalla/distilbart-mnli-12-3

      computed at 2026-10-21T07:22:57.933027-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-21T07:23:54.436938

Tier-2 at: 2026-10-21T07:23:48.836455

AI analyzed: ✓ at 2026-10-21T07:23:48.836455

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (4)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-21T07:23:54.025847
      

unverified Research paper also highlights that young English-speakers in Quebec are increasingly bilingual

        V.E.R.I.F.Y. · 2026-10-21T07:23:54.429027
      

unverified Young anglophones continue to leave Quebec

        V.E.R.I.F.Y. · 2026-10-21T07:23:54.429027
      

unverified Study shows trend seeing a slowdown

        V.E.R.I.F.Y. · 2026-10-21T07:23:54.429027
      

Cross-Outlet Cluster · I.N.K.

Young anglophones continue to leave Quebec, but study shows trend seeing a slowdown 1 article across outlets

      clustered at 2026-10-21T07:15:31.638634
    

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)

2026-10-21T07:15:31.631550 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: study shows(+0.00\u00d73)",
    "score": 0.0,
    "signal_detected": false
  },
  "source_id": 488
}

2026-10-21T07:22:57.933027 bias_v2_scored

payload

{
  "confidence": 0.565,
  "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.