Audit Trail · Article #2420160

Silk and Savage podcast is Etalk's Sonia Mangat's 'purpose project'

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

published 2026-10-27T14:00:59 · ingested 2026-10-27T10:26:32.932533

Bias Analysis · B.I.A.S.

CENTER-RIGHT score: 0.20 confidence: 80% vv3

The article presents a balanced view without evident bias towards any particular side or group, focusing on the initiative of a journalist to address an underrepresented demographic.

Trigger phrases: South Asian success storieslargest group of demographics in the world

      computed at 2026-10-27T10:45:26.674824
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 39% valhalla/distilbart-mnli-12-3

      computed at 2026-10-27T10:44:34.171587-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-27T10:45:26.674824

Tier-2 at: 2026-10-27T10:45:26.674824

AI analyzed: ✓ at 2026-10-27T10:45:26.674824

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: BC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Entertainment reporter's new project aims to showcase ambitious South Asians and their personal stories of success.

        fact_v1 · 2026-10-27T10:45:26.872154
      

unverified The project is described as going beyond sound bites to highlight important themes.

        fact_v1 · 2026-10-27T10:45:26.872154
      

Cross-Outlet Cluster · I.N.K.

Silk and Savage podcast is Etalk's Sonia Mangat's 'purpose project' 1 article across outlets

      clustered at 2026-10-27T10:26:32.940746
    

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)

2026-10-27T10:26:32.932533 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
}

2026-10-27T10:44:34.171587 bias_v2_scored

payload

{
  "confidence": 0.388,
  "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.