Audit Trail · Article #2282235

Mandy Gull-Masty’s balancing act as Indigenous Services minister

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

published 2026-10-06T23:25:15 · ingested 2026-10-06T20:34:19.835553

Bias Analysis · B.I.A.S.

LEFT score: -1.00 confidence: 80% vv3

triggers: indigenous(-0.25×3)

Trigger phrases: Indigenous Services minister

      computed at 2026-10-06T20:34:19.835553
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.269 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-10-06T20:45:15.870275-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.635

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-06T20:45:01.433712

Tier-2 at: —

AI analyzed: ✓ at 2026-10-06T20:41:15.026298

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Mandy Gull-Masty has been the Indigenous Services minister for over one year and six months.

        V.E.R.I.F.Y. · 2026-10-06T20:45:00.934226
      

unverified She is balancing a career in politics with her role as an Indigenous Services Minister.

        V.E.R.I.F.Y. · 2026-10-06T20:45:00.934226
      

unverified The article discusses Mandy Gull-Masty's time serving as the Indigenous Services minister.

        V.E.R.I.F.Y. · 2026-10-06T20:45:00.934226
      

Cross-Outlet Cluster · I.N.K.

Mandy Gull-Masty’s balancing act as Indigenous Services minister 1 article across outlets

      clustered at 2026-10-06T20:34:19.840621
    

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)

2026-10-06T20:34:19.835553 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: indigenous(-0.25\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13767
}

2026-10-06T20:45:15.870275 bias_v2_scored

payload

{
  "confidence": 0.384,
  "ensemble_band": "left",
  "ensemble_score": -0.635,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.269
}

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