Audit Trail · Article #2442479

Bombers’ Vaval makes CFL history

Source article ↗ · Winnipeg Free Press · outlet lean: center · owner: FP Newspapers (independent local) (independent)

published 2026-10-29T23:12:44 · ingested 2026-10-29T19:30:15.228218

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 80% vv3

The article is factual and does not include any overt bias, but the focus on a single player might be seen as promoting individual achievement over team effort.

Trigger phrases: Winnipeg Blue BombersMost Outstanding Special Teams Player

      computed at 2026-10-29T19:30:15.228218
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 36% valhalla/distilbart-mnli-12-3

      computed at 2026-10-29T19:36:20.821728-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-29T20:23:49.104702

Tier-2 at: 2026-10-29T21:19:48.837577

AI analyzed: ✓ at 2026-10-29T20:21:38.104900

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: MB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Trey Vaval was named the CFL’s Most Outstanding Special Teams Player

The article directly states this fact and provides context for his achievement.

        R.A.N.G.E.R. · 2026-10-29T21:19:48.837577
      

Cross-Outlet Cluster · I.N.K.

Bombers’ Vaval makes CFL history 1 article across outlets

      clustered at 2026-10-29T19:30:15.331097
    

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)

2026-10-29T19:30:15.228218 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 NO SIGNAL DETECTED (not a centrist finding)",
    "score": 0.0,
    "signal_detected": false
  },
  "source_id": 13761
}

2026-10-29T19:36:20.821728 bias_v2_scored

payload

{
  "confidence": 0.365,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

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