Audit Trail · Article #2101503

Sharing non‑consensual ‘deepfake’ porn in Canada is now a crime. The law still fails the victims

Source article ↗ · The Conversation Canada · outlet lean: center-left · owner: The Conversation (academic) (non_profit)

published 2026-09-13T12:15:13 · ingested 2026-09-13T08:32:32.358987

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 85% vv3

The article presents a critical view of the new Canadian law, suggesting it fails to address systematic gender-based violence adequately.

Trigger phrases: systematic gender-based violencefails the victims

      computed at 2026-09-13T08:38:46.307305
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

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

      computed at 2026-09-13T08:36:25.716207-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-09-13T08:38:46.307305

Tier-2 at: 2026-09-13T08:38:46.307305

AI analyzed: ✓ at 2026-09-13T08:38:46.307305

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Canada's current framework considers sharing non-consensual 'deepfake' porn a crime but fails to recognize it as part of systematic gender-based violence.

        fact_v1 · 2026-09-13T08:38:54.417076
      

unverified The law does not adequately address the widespread and repetitive nature of deepfake exploitation in Canada.

        fact_v1 · 2026-09-13T08:38:54.417076
      

Cross-Outlet Cluster · I.N.K.

Sharing non‑consensual ‘deepfake’ porn in Canada is now a crime. The law still fails the victims 1 article across outlets

      clustered at 2026-09-13T08:32:32.369497
    

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)

2026-09-13T08:32:32.358987 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": 13769
}

2026-09-13T08:36:25.716207 bias_v2_scored

payload

{
  "confidence": 0.382,
  "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.