Audit Trail · Article #2477368

WENDY ELLIOTT: Advocating for refugees, asylum seekers

Source article ↗ · SaltWire Network · outlet lean: center · owner: Postmedia (ex-SaltWire, 2024) (corporate)

published 2026-11-02T16:08:47 · ingested 2026-11-02T13:53:43.135080

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 80% vv3

The article reflects a positive view towards foreign workers and their contributions but does not explicitly support or oppose any policies related to them.

Trigger phrases: offered great serviceWe are all used to farms needing temporary

      computed at 2026-11-02T13:53:43.135080
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.314 confidence: 45% valhalla/distilbart-mnli-12-3

      computed at 2026-11-02T14:20:43.869210-05:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.657

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-02T14:07:15.482801

Tier-2 at: 2026-11-02T14:36:52.213392

AI analyzed: ✓ at 2026-11-02T13:58:17.328809

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: NS

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

true All the wait staff were foreign workers

The author provides this observation directly, making it verifiable based on personal experience.

        E.C.H.O. · 2026-11-02T14:36:52.213392
      

true Farms need temporary workers

This is a common agricultural practice and can be supported by industry data and reports.

        E.C.H.O. · 2026-11-02T14:36:52.213392
      

Cross-Outlet Cluster · I.N.K.

WENDY ELLIOTT: Advocating for refugees, asylum seekers 1 article across outlets

      clustered at 2026-11-02T13:53:43.141571
    

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)

2026-11-02T13:53:43.135080 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: asylum seekers(-0.20\u00d73), refugees(-0.15\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13771
}

2026-11-02T14:20:43.869210 bias_v2_scored

payload

{
  "confidence": 0.449,
  "ensemble_band": "left",
  "ensemble_score": -0.657,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.314
}

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