Audit Trail · Article #459945

The media owes you an answer, taxpayer

Source article ↗ · The Hub · outlet lean: center-right · owner: The Hub Canada (independent)

published 2026-06-03T07:00:14 · ingested 2026-06-03T22:41:32.677825

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

      computed at 2026-06-04T02:16:45.142539
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.336 confidence: 48% valhalla/distilbart-mnli-12-3

      computed at 2026-06-04T00:49:06.209351+00:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.168

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-06-04T02:16:45.142539

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (0)

No claims extracted yet.

Cross-Outlet Cluster · I.N.K.

The media owes you an answer, taxpayer 1 article across outlets

      clustered at 2026-06-03T22:41:32.812312
    

Governance — C.R.E.E.D.

A+

overall grade

99.5

By Category

Accountability {'events': 4110, 'grade': 'A+', 'score': 98.6}

Fairness {'events': 240187, 'grade': 'A+', 'score': 100.0}

Privacy {'events': 4235, 'grade': 'A+', 'score': 99.7}

Safety {'events': 919, 'grade': 'A+', 'score': 100.0}

Transparency {'events': 3243, 'grade': 'A+', 'score': 99.1}

Ethics audit by C.R.E.E.D. Institute · 252694 events tracked

Raw Audit Trail (2 events)

2026-06-03T22:41:32.677825 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 14347
}

2026-06-04T00:49:06.209351 bias_v2_scored

payload

{
  "confidence": 0.48,
  "ensemble_band": "center-left",
  "ensemble_score": -0.168,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.336
}

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