Audit Trail · Article #2345782

Liberals announce $258.6M fund for skilled worker training in critical sectors - BNN Bloomberg

Source article ↗ · BNN Bloomberg · outlet lean: center · owner: Bell Media (corporate)

published 2026-10-16T14:22:18.893213 · ingested 2026-10-16T10:22:18.893213

Bias Analysis · B.I.A.S.

LEFT score: -1.00 vv3

triggers: liberals(-0.20×3)

      computed at 2026-10-16T10:22:18.893213
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.472 confidence: 67% valhalla/distilbart-mnli-12-3

      computed at 2026-10-16T11:11:40.086915-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.736

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-16T11:12:39.892614

Tier-2 at: —

AI analyzed: ✓ at 2026-10-16T11:12:39.892614

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-16T11:12:45.787601
      

Cross-Outlet Cluster · I.N.K.

Liberals announce $258.6M fund for skilled worker training in critical sectors 4 articles across outlets

      clustered at 2026-10-16T10:22:12.971500
    

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)

2026-10-16T10:22:18.893213 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: liberals(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13768
}

2026-10-16T11:11:40.086915 bias_v2_scored

payload

{
  "confidence": 0.674,
  "ensemble_band": "left",
  "ensemble_score": -0.736,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.472
}

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