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Audit Trail · Article #2419448

How a new medical school in Surrey, B.C. could transform its downtown

Source article ↗ · The Globe and Mail · outlet lean: center · owner: Globe and Mail Inc. (Woodbridge) (corporate)
published 2026-10-27T11:00:00 · ingested 2026-10-27T07:17:49.319773
Bias Analysis · B.I.A.S.
CENTER-LEFT score: -0.20 confidence: 80% vv3
The article focuses on the development's potential benefits, but it also mentions challenges such as population growth and a shortage of family doctors without providing balanced perspectives.
Trigger phrases: growing citydoctor shortage
computed at 2026-10-27T07:53:47.702712
ML Bias Signal · DistilBERT Zero-Shot (v2)
LEFT score: -0.270 confidence: 39% valhalla/distilbart-mnli-12-3
computed at 2026-10-27T07:38:30.876632-04:00
Ensemble (heuristic + ML v2)
CENTER LEFT score: -0.270
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-10-27T07:57:06.188778
Tier-2 at: 2026-10-28T01:27:03.915425
AI analyzed: ✓ at 2026-10-27T07:53:47.702712
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: BC
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (3)
true SFU's Stephens Family School of Medicine will educate future physicians while integrating amenities in a growing city.
The article provides details about the school and its location, confirming these claims.
P.R.O.O.F. · 2026-10-28T01:27:03.915425
true Surrey is one of Canada’s fastest-growing major cities with a projected population of 783,690 by 2041.
The article cites specific data on Surrey's growth rate and projected future population.
P.R.O.O.F. · 2026-10-28T01:27:03.915425
true SFU’s Stephens Family School of Medicine aims to address the gap in family medicine practitioners.
The article quotes SFU officials explaining their long-term goals for the medical school.
P.R.O.O.F. · 2026-10-28T01:27:03.915425
Cross-Outlet Cluster · I.N.K.
How a new medical school in Surrey, B.C. could transform its downtown 1 article across outlets
clustered at 2026-10-27T07:17:49.328384
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)
  1. 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": 488
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.386,
  "ensemble_band": "center-left",
  "ensemble_score": -0.27,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.27
}
Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.