Audit Trail · Article #2420857

Ottawa's mayor needs to start using OC Transpo | Opinion

Source article ↗ · Ottawa Citizen · outlet lean: center · owner: Postmedia (corporate)

published 2026-10-27T14:36:32.464724 · ingested 2026-10-27T12:36:32.464724

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.50 vv3

The article advocates for the mayor to use public transit, which is a left-leaning stance that supports equitable access and usage of city resources.

Trigger phrases: public transitmayor's supportersmany Ottawans

      computed at 2026-10-27T12:49:14.311832
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.318 confidence: 45% valhalla/distilbart-mnli-12-3

      computed at 2026-10-27T12:43:01.577661-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.318

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-27T12:50:55.234077

Tier-2 at: 2026-10-27T13:29:12.769301

AI analyzed: ✓ at 2026-10-27T12:49:14.311832

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified The mayor should take public transit to work.

This claim is based on an opinion rather than verifiable facts. It cannot be proven or disproven without further evidence.

        C.O.N.D.U.I.T. · 2026-10-27T13:29:12.769301
      

mixed Taking public transit will help the mayor understand its challenges and benefits.

While taking public transit can provide personal insight, it may not fully represent the experiences of all users, especially those with disabilities or other specific needs.

        C.O.N.D.U.I.T. · 2026-10-27T13:29:12.769301
      

Cross-Outlet Cluster · I.N.K.

Ottawa's mayor needs to start using OC Transpo | Opinion 1 article across outlets

      clustered at 2026-10-27T12:36:32.475400
    

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': 2, 'grade': 'A+', 'note': 'below minimum volume (2 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 · 2 events tracked

Raw Audit Trail (2 events)

2026-10-27T12:36:32.464724 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": 595
}

2026-10-27T12:43:01.577661 bias_v2_scored

payload

{
  "confidence": 0.454,
  "ensemble_band": "center-right",
  "ensemble_score": 0.318,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.318
}

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