Audit Trail · Article #2431710

Abbotsford border bust nets 52 bricks of drugs

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

published 2026-10-28T20:52:29 · ingested 2026-10-28T17:14:53.176669

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 vv3

The article presents factual information without a clear bias, focusing on the facts of the border bust and statistics about drug seizures.

Trigger phrases: drug bustcommercial truckerCBSA officers

      computed at 2026-10-28T17:14:53.176669
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T17:35:12.548854-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T17:20:52.572206

Tier-2 at: 2026-10-28T17:59:17.053612

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: BC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

true A truck driver was charged with importing cocaine and heroin.

The article provides specific details about the charges against Khushwinder Singh Gill, including the type of drugs involved.

        A.X.I.O.M. · 2026-10-28T17:59:17.053612
      

true CBSA made 31,688 seizures in 2025 involving a total of 83.2 tonnes of illegal drugs.

The article cites official statistics from CBSA regarding drug seizures.

        A.X.I.O.M. · 2026-10-28T17:59:17.053612
      

true The most commonly seized drugs were cannabis, cocaine and its derivatives, heroin, fentanyl, and methamphetamine.

The article lists the types of drugs seized by CBSA in 2025 with specific quantities.

        A.X.I.O.M. · 2026-10-28T17:59:17.053612
      

Cross-Outlet Cluster · I.N.K.

Abbotsford border bust nets 52 bricks of drugs 1 article across outlets

      clustered at 2026-10-28T17:14:53.188613
    

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)

2026-10-28T17:14:53.176669 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
}

2026-10-28T17:35:12.548854 bias_v2_scored

payload

{
  "confidence": 0.377,
  "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.