Audit Trail · Article #2290555

Saskatoon Tribal Council inks $269M federal contract for child and family services

Source article ↗ · Global News · outlet lean: center · owner: Corus Entertainment (corporate)

published 2026-10-07T21:18:46 · ingested 2026-10-07T18:59:08.919548

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 85% vv3

The article presents a positive outcome for the Saskatoon Tribal Council, but it also highlights the challenges faced by First Nations communities in maintaining their cultural identity and providing support to their youth.

Trigger phrases: significant milestonecan’t receive this kind of investmentneed help each and every day

      computed at 2026-10-07T19:29:32.127422
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.241 confidence: 34% valhalla/distilbart-mnli-12-3

      computed at 2026-10-07T19:27:07.131781-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.621

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-07T19:29:32.127422

Tier-2 at: 2026-10-07T19:29:32.127422

AI analyzed: ✓ at 2026-10-07T19:29:32.127422

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-07T19:29:45.347694
      

Cross-Outlet Cluster · I.N.K.

Saskatoon Tribal Council inks $269M federal contract for child and family services 1 article across outlets

      clustered at 2026-10-07T18:59:08.925659
    

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)

2026-10-07T18:59:08.919548 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: first nations(-0.20\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 4
}

2026-10-07T19:27:07.131781 bias_v2_scored

payload

{
  "confidence": 0.344,
  "ensemble_band": "left",
  "ensemble_score": -0.621,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.241
}

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