Audit Trail · Article #2432491

First Nations youth, MP Leah Gazan warn new federal laws threaten rights, water and consent

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

published 2026-10-28T22:34:45 · ingested 2026-10-28T19:46:03.895067

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.50 confidence: 80% vv3

The article highlights the concerns from First Nations youth and an NDP member, focusing on potential threats to rights, water, and consent, which aligns with progressive political stances.

Trigger phrases: First Nations youthNDP Indigenous affairs critic Leah Gazannew federal laws threaten

      computed at 2026-10-28T19:46:03.895067
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.354 confidence: 51% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T20:13:37.856204-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.677

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T19:51:37.193879

Tier-2 at: 2026-10-28T20:16:07.956212

AI analyzed: ✓ at 2026-10-28T19:51:37.196630

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

true First Nations youth and MP warn new federal laws threaten rights, water and consent

The article directly states this claim and provides context from a news event at Parliament Hill.

        P.R.O.O.F. · 2026-10-28T20:16:07.956212
      

Cross-Outlet Cluster · I.N.K.

First Nations youth, MP Leah Gazan warn new federal laws threaten rights, water and consent 1 article across outlets

      clustered at 2026-10-28T19:46:03.906838
    

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)

2026-10-28T19:46:03.895067 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: ndp(-0.60\u00d71), indigenous(-0.25\u00d71), first nations(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13767
}

2026-10-28T20:13:37.856204 bias_v2_scored

payload

{
  "confidence": 0.506,
  "ensemble_band": "left",
  "ensemble_score": -0.677,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.354
}

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