Audit Trail · Article #2450295

B.C.: 15 bestselling books for the week of Oct. 24

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

published 2026-10-30T18:00:41 · ingested 2026-10-30T14:29:44.377168

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article focuses on locally produced books, which could be seen as supporting local businesses and culture.

Trigger phrases: B.C.-owned publishersindependent book stores

      computed at 2026-10-30T14:36:46.515166
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

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

      computed at 2026-10-30T14:34:45.517549-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-30T14:36:46.515166

Tier-2 at: 2026-10-30T14:36:46.515166

AI analyzed: ✓ at 2026-10-30T14:36:46.515166

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: BC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified Compiled by Bookmanager using weekly sales statistics from more than 250 Canadian independent book stores

Rule-based: source_credibility=False, has_stat=True, hedged=False

        heuristic-v1 · 2026-10-30T14:29:44.396385
      

Cross-Outlet Cluster · I.N.K.

B.C.: 15 bestselling books for the week of Oct. 24 2 articles across outlets

      clustered at 2026-10-30T14:29:44.388642
    

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)

2026-10-30T14:29:44.377168 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
}

2026-10-30T14:34:45.517549 bias_v2_scored

payload

{
  "confidence": 0.385,
  "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.