Audit Trail · Article #2431655

Conservative MP Jamil Jivani won’t rule out running for Ontario premier - Toronto Star

Source article ↗ · Toronto Star · outlet lean: center-left · owner: Torstar (corporate)

published 2026-10-28T20:30:00 · ingested 2026-10-28T17:14:48.212486

Bias Analysis · B.I.A.S.

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

The article presents a political figure's potential future move without strong bias, maintaining an even tone.

Trigger phrases: won’t rule outConservative MP

      computed at 2026-10-28T17:14:48.212486
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.492 confidence: 70% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T17:36:31.250389-04:00
    

Ensemble (heuristic + ML v2)

RIGHT score: 0.746

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T17:25:42.383346

Tier-2 at: 2026-10-28T19:50:38.969280

AI analyzed: ✓ at 2026-10-28T17:37:52.751709

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Jamil Jivani won’t rule out running for Ontario premier

The article directly quotes the statement from Jamil Jivani.

        E.C.H.O. · 2026-10-28T19:50:38.969280
      

Cross-Outlet Cluster · I.N.K.

Conservative MP Jamil Jivani won’t rule out running for Ontario premier - Toronto Star 1 article across outlets

      clustered at 2026-10-28T17:14:48.216825
    

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)

2026-10-28T17:14:48.212486 ingested

payload

{
  "bias": {
    "band": "right",
    "heuristic_version": "v3",
    "rationale": "triggers: conservative(+0.50\u00d73)",
    "score": 1.0,
    "signal_detected": true
  },
  "source_id": 486
}

2026-10-28T17:36:31.250389 bias_v2_scored

payload

{
  "confidence": 0.702,
  "ensemble_band": "right",
  "ensemble_score": 0.746,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.492
}

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