Audit Trail · Article #2329784

First Nations child advocate hopes 20 year old case against government is almost over

Source article ↗ · APTN National News · outlet lean: center · owner: APTN (Indigenous-owned) (non_profit)

published 2026-10-13T23:47:23 · ingested 2026-10-13T19:59:49.596347

Bias Analysis · B.I.A.S.

LEFT score: -1.00 confidence: 80% vv3

triggers: first nations(-0.20×3)

Trigger phrases: First Nations child advocate20 year old case against governmentfile has regressed since Mandy Gull-Masty became minister

      computed at 2026-10-13T19:59:49.596347
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.298 confidence: 42% valhalla/distilbart-mnli-12-3

      computed at 2026-10-13T20:09:24.228077-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.351

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-13T20:10:05.537145

Tier-2 at: —

AI analyzed: ✓ at 2026-10-13T20:02:48.660379

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Cindy Blackstock states the case against the government is nearly concluded.

        V.E.R.I.F.Y. · 2026-10-13T20:10:05.526318
      

unverified Mandy Gull-Masty has been in office for two decades.

        V.E.R.I.F.Y. · 2026-10-13T20:10:05.526318
      

unverified The file's progress has declined since Mandy Gull-Masty became minister.

        V.E.R.I.F.Y. · 2026-10-13T20:10:05.526318
      

Cross-Outlet Cluster · I.N.K.

First Nations child advocate hopes 20 year old case against government is almost over 1 article across outlets

      clustered at 2026-10-13T19:59:49.605948
    

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)

2026-10-13T19:59:49.596347 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: first nations(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13767
}

2026-10-13T20:09:24.228077 bias_v2_scored

payload

{
  "confidence": 0.425,
  "ensemble_band": "center-left",
  "ensemble_score": -0.351,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.298
}

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