Audit Trail · Article #2266342

Proposed changes to second generation cut-off are in Liberals’ hands

Source article ↗ · Cabin Radio · outlet lean: center · owner: Cabin Radio Ltd (independent)

published 2026-10-05T12:01:00 · ingested 2026-10-05T08:39:46.490665

Bias Analysis · B.I.A.S.

LEFT score: -0.20 confidence: 80% vv3

The article presents a balanced view but leans slightly left as it highlights the efforts of Indigenous organizations and mentions opposition from some MPs, suggesting political dynamics.

Trigger phrases: proposed changeslegislation that would abolishdiscriminatoryopposition MP doesn’t thinkLiberal majority

      computed at 2026-10-05T08:51:29.958000
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.342 confidence: 49% valhalla/distilbart-mnli-12-3

      computed at 2026-10-05T08:47:22.288651-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.329

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-05T08:51:29.958000

Tier-2 at: 2026-10-05T08:51:29.958000

AI analyzed: ✓ at 2026-10-05T08:51:29.958000

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: NT

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified First Nations people with status under the Indian Act may lose entitlement to benefits if the second generation cut-off is removed.

        fact_v1 · 2026-10-05T08:51:48.683300
      

unverified The proposed changes would allow status to pass on in the same way as Canadian citizenship does.

        fact_v1 · 2026-10-05T08:51:48.683300
      

unverified Delegates at last week's Dene National Assembly supported Bill S-2, which aims to address inequities in the Indian Act.

        fact_v1 · 2026-10-05T08:51:48.683300
      

Cross-Outlet Cluster · I.N.K.

Proposed changes to second generation cut-off are in Liberals’ hands 1 article across outlets

      clustered at 2026-10-05T08:39:46.495652
    

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)

2026-10-05T08:39:46.490665 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: liberals(-0.20\u00d73), first nations(-0.20\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 14335
}

2026-10-05T08:47:22.288651 bias_v2_scored

payload

{
  "confidence": 0.489,
  "ensemble_band": "center-left",
  "ensemble_score": -0.329,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.342
}

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