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Audit Trail · Article #2376252

Shaping Saskatchewan: Trevor Lakness

Source article ↗ · Global News · outlet lean: center · owner: Corus Entertainment (corporate)
published 2026-10-20T18:05:32.923719 · ingested 2026-10-20T16:05:32.923719
Bias Analysis · B.I.A.S.
CENTER score: 0.20 confidence: 80% vv3
The article provides a balanced view without明显的偏见，主要聚焦于Trevor Lakness在培养 Saskatchewan 滑冰人才方面的贡献和观点。
Trigger phrases: credits his reputationwhat separates elite athletes from the resthas had some of the local PWHL talent training with him
computed at 2026-10-20T16:05:32.923719
ML Bias Signal · DistilBERT Zero-Shot (v2)
CENTER score: 0.000 confidence: 43% valhalla/distilbart-mnli-12-3
computed at 2026-10-20T16:16:25.321430-04:00
Ensemble (heuristic + ML v2)
CENTER RIGHT score: 0.500
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-10-20T16:17:55.583551
Tier-2 at: 2026-10-20T17:06:21.321749
AI analyzed: ✓ at 2026-10-20T16:17:55.583551
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: SK
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (4)
true Trevor Lakness has been working as a skills and shooting coach for over two decades.
The article explicitly states that Lakness has played a role in developing hockey talent across Saskatchewan for more than 20 years.
R.A.N.G.E.R. · 2026-10-20T17:06:21.321749
true Lakness co-founded TS Hockey Training and worked with notable players such as Connor Bedard, Jordan Eberle, Maddox Schultz, and Landon Dupont.
The article mentions his role in the training of these specific athletes.
R.A.N.G.E.R. · 2026-10-20T17:06:21.321749
true Lakness attributes his success to years of experience and the achievements of trained players.
Lakness himself stated, 'I’m very fortunate for that, and you know I work hard to keep those names coming.'
R.A.N.G.E.R. · 2026-10-20T17:06:21.321749
true There has been a significant growth in women's hockey in Saskatchewan over the years.
Lakness recalled early struggles with forming girls' teams and noted improvements, indicating growth.
R.A.N.G.E.R. · 2026-10-20T17:06:21.321749
Cross-Outlet Cluster · I.N.K.
Shaping Saskatchewan: Trevor Lakness 1 article across outlets
clustered at 2026-10-20T16:05:32.934550
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': 1, 'grade': 'A+', 'note': 'below minimum volume (1 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 · 1 events tracked
Raw Audit Trail (2 events)
  1. ingested
    payload 
    {
  "bias": {
    "band": "right",
    "heuristic_version": "v3",
    "rationale": "triggers: elite(+0.30\u00d71)",
    "score": 1.0,
    "signal_detected": true
  },
  "source_id": 4
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.427,
  "ensemble_band": "center-right",
  "ensemble_score": 0.5,
  "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.