Audit Trail · Article #2429881

Federal government has paid out $83.2 billion to First Nations over lawsuits since 2007: report

Source article ↗ · National Post · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-10-28T16:44:23 · ingested 2026-10-28T13:09:53.689705

Bias Analysis · B.I.A.S.

CENTER score: -0.40 confidence: 80% vv3

The article presents a report from the Fraser Institute, which is known for conservative economic policies and viewpoints.

Trigger phrases: Fraser Instituteclass action lawsuits

      computed at 2026-10-28T13:38:01.907701
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.244 confidence: 35% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T13:35:46.952091-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.022

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T13:38:01.907701

Tier-2 at: 2026-10-28T13:38:01.907701

AI analyzed: ✓ at 2026-10-28T13:38:01.907701

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (2)

true Federal government has paid out $83.2 billion to First Nations over lawsuits since 2007

The Fraser Institute report cited in the article provides this specific figure.

        F.A.C.T.O.I.D. · 2026-10-28T13:16:48.829562
      

true Fraser Institute looks at payouts by Canadian government dating back to 1974, but finds most of the $110 billion came since 2017

The article provides a clear timeline and specific amounts which can be cross-referenced with the report from the Fraser Institute.

        F.A.C.T.O.I.D. · 2026-10-28T13:16:48.829562
      

Cross-Outlet Cluster · I.N.K.

Federal government has paid out $83.2 billion to First Nations over lawsuits since 2007: report 1 article across outlets

      clustered at 2026-10-28T13:09:53.697341
    

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)

2026-10-28T13:09:53.689705 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: first nations(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 487
}

2026-10-28T13:35:46.952091 bias_v2_scored

payload

{
  "confidence": 0.348,
  "ensemble_band": "center",
  "ensemble_score": 0.022,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.244
}

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