Audit Trail · Article #2431503

Ottawa introduces new fines for bogus, unlicensed immigration and citizenship advice

Source article ↗ · Winnipeg Free Press · outlet lean: center · owner: FP Newspapers (independent local) (independent)

published 2026-10-28T20:15:54 · ingested 2026-10-28T16:40:02.511503

Bias Analysis · B.I.A.S.

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

The article focuses on government action to regulate immigration advice, which is often seen as a liberal issue.

Trigger phrases: Ottawa introducesbogus, unlicensed

      computed at 2026-10-28T16:40:02.511503
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.278 confidence: 40% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T17:03:29.954996-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.278

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T17:10:59.748242

Tier-2 at: 2026-10-28T17:43:08.627113

AI analyzed: ✓ at 2026-10-28T17:10:59.748242

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Ottawa introduces new fines for bogus, unlicensed immigration and citizenship advice

The article directly states this information and provides context about the regulation.

        V.E.T. · 2026-10-28T17:43:08.627113
      

Cross-Outlet Cluster · I.N.K.

Ottawa introduces new fines for bogus, unlicensed immigration and citizenship advice 1 article across outlets

      clustered at 2026-10-28T16:40:02.536409
    

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)

2026-10-28T16:40:02.511503 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": 13761
}

2026-10-28T17:03:29.954996 bias_v2_scored

payload

{
  "confidence": 0.397,
  "ensemble_band": "center-left",
  "ensemble_score": -0.278,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.278
}

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