Audit Trail · Article #2526268

Surrey Mayor Doug McCallum calls for immediate action on all campaign promises

Source article ↗ · Vancouver Sun · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-11-08T21:44:20 · ingested 2026-11-08T17:16:46.486431

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — NO SIGNAL DETECTED (not a centrist finding)

      computed at 2026-11-08T17:16:46.486431
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.312 confidence: 45% valhalla/distilbart-mnli-12-3

      computed at 2026-11-08T23:19:45.272661-05:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.312

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-11-08T23:45:02.867390

Tier-2 at: —

AI analyzed: ✓ at 2026-11-08T23:45:02.867390

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: BC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Political scientist Stewart Prest expresses concern about the Surrey Mayor's approach to campaign promises.

        V.E.R.I.F.Y. · 2026-11-08T17:22:47.059451
      

unverified Doug McCallum is calling for immediate action on all campaign promises.

        V.E.R.I.F.Y. · 2026-11-08T17:22:47.059451
      

unverified There is a call for prompt action regarding all of Doug McCallum's campaign commitments.

        V.E.R.I.F.Y. · 2026-11-08T17:22:47.059451
      

Cross-Outlet Cluster · I.N.K.

Surrey Mayor Doug McCallum calls for immediate action on all campaign promises 1 article across outlets

      clustered at 2026-11-08T17:16:46.500754
    

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)

2026-11-08T17:16:46.486431 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": 593
}

2026-11-08T23:19:45.272661 bias_v2_scored

payload

{
  "confidence": 0.446,
  "ensemble_band": "center-right",
  "ensemble_score": 0.312,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.312
}

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