Audit Trail · Article #2395065

À Ottawa, le Parlement a un pourfendeur en chef du wokisme: Jamil Jivani

Source article ↗ · Le Devoir · outlet lean: center-left · owner: Le Devoir (independent co-op) (non_profit)

published 2026-10-23T04:00:00 · ingested 2026-10-23T00:30:10.198034

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.50 confidence: 85% vv3

The article presents a balanced view of Jamil Jivani's political stance, neither heavily favoring nor opposing him. It includes his perspective on controversial topics like DEI and wokism.

Trigger phrases: rare entrevuecalme proposréfléchi

      computed at 2026-10-23T00:39:10.128854
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.607 confidence: 87% valhalla/distilbart-mnli-12-3

      computed at 2026-10-23T00:38:26.036417-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.607

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-23T00:40:40.154686

Tier-2 at: 2026-11-01T13:15:57.583509

AI analyzed: ✓ at 2026-10-23T00:39:10.128854

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

true Jamil Jivani is a prominent critic of DEI policies, calling them 'racism liberal'.

The article directly quotes Jivani's view on these policies.

        R.A.N.G.E.R. · 2026-11-01T13:15:57.583509
      

mixed He sees himself as working for the 'good side of history' and believes his message will resonate with even progressive young people.

While he expresses this belief, it is not substantiated by evidence or examples in the article.

        R.A.N.G.E.R. · 2026-11-01T13:15:57.583509
      

true Jamil Jivani values Quebec's tradition of discussing identity and immigration issues more than other parts of Canada.

The article states that he appreciates this aspect of Quebec’s discourse.

        R.A.N.G.E.R. · 2026-11-01T13:15:57.583509
      

Cross-Outlet Cluster · I.N.K.

À Ottawa, le Parlement a un pourfendeur en chef du wokisme: Jamil Jivani 1 article across outlets

      clustered at 2026-10-23T00:30:10.229214
    

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)

2026-10-23T00:30:10.198034 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": 592
}

2026-10-23T00:38:26.036417 bias_v2_scored

payload

{
  "confidence": 0.867,
  "ensemble_band": "center-right",
  "ensemble_score": 0.607,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.607
}

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