Audit Trail · Article #2515899

On homelessness, Carney is trying to do what Justin Trudeau couldn't. How he could succeed - Toronto Star

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

published 2026-11-07T12:00:00 · ingested 2026-11-07T10:02:49.579644

Bias Analysis · B.I.A.S.

LEFT score: -1.00 vv3

triggers: trudeau(-0.20×3)

      computed at 2026-11-07T10:02:49.579644
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.298 confidence: 43% valhalla/distilbart-mnli-12-3

      computed at 2026-11-07T10:10:09.783646-05:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.351

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-11-08T14:40:38.473379

Tier-2 at: —

AI analyzed: ✓ at 2026-11-07T10:16:37.276804

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Carney aims to address homelessness similar to how Trudeau failed

        V.E.R.I.F.Y. · 2026-11-08T14:40:38.470583
      

unverified Toronto Star is reporting on Carney's efforts to improve homelessness situation

        V.E.R.I.F.Y. · 2026-11-08T14:40:38.470583
      

Cross-Outlet Cluster · I.N.K.

On homelessness, Carney is trying to do what Justin Trudeau couldn't. How he could succeed - Toronto Star 1 article across outlets

      clustered at 2026-11-07T10:02:49.672503
    

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)

2026-11-07T10:02:49.579644 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: trudeau(-0.20\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 486
}

2026-11-07T10:10:09.783646 bias_v2_scored

payload

{
  "confidence": 0.426,
  "ensemble_band": "center-left",
  "ensemble_score": -0.351,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.298
}

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