Audit Trail · Article #2375918

Gjoa Haven journalism student wants more Inuit telling their own stories

Source article ↗ · Nunatsiaq News · outlet lean: center-left · owner: Nortext Publishing (independent)

published 2026-10-20T16:48:59.306496 · ingested 2026-10-20T14:48:59.306496

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 80% vv3

The article highlights the challenges faced by Indigenous students in pursuing journalism, which could be seen as highlighting systemic issues.

Trigger phrases: Indigenous journalism certificateInuit studentshands-on programrepresentations is so important

      computed at 2026-10-20T15:00:11.194761
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.292 confidence: 42% valhalla/distilbart-mnli-12-3

      computed at 2026-10-20T14:55:09.527129-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.354

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-20T15:00:11.194761

Tier-2 at: 2026-10-20T15:00:11.194761

AI analyzed: ✓ at 2026-10-20T15:00:11.194761

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: NU

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Emerald Hatkaittuq is pursuing a career as an Indigenous journalist after initially considering science and technology foundations.

        fact_v1 · 2026-10-20T15:00:17.780713
      

unverified Hatkaittuq is one of the first two Inuit students enrolled in Carleton University’s Certificate in Journalism in Indigenous Communities, designed to train journalists from their own communities.

        fact_v1 · 2026-10-20T15:00:17.780713
      

unverified The certificate program's second year begins this fall.

        fact_v1 · 2026-10-20T15:00:17.780713
      

Cross-Outlet Cluster · I.N.K.

Gjoa Haven journalism student wants more Inuit telling their own stories 1 article across outlets

      clustered at 2026-10-20T14:48:59.314434
    

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': 1, 'grade': 'A+', 'note': 'below minimum volume (1 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 · 1 events tracked

Raw Audit Trail (2 events)

2026-10-20T14:48:59.306496 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: indigenous(-0.25\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 14336
}

2026-10-20T14:55:09.527129 bias_v2_scored

payload

{
  "confidence": 0.417,
  "ensemble_band": "center-left",
  "ensemble_score": -0.354,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.292
}

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