Audit Trail · Article #2417114

Chelsea Walton wins Stittsville council seat in crowded nine-candidate race

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

published 2026-10-27T02:23:35 · ingested 2026-10-26T22:41:11.841945

Bias Analysis · B.I.A.S.

LEFT score: -0.20 confidence: 100% vv3

The article presents a neutral stance on the candidate's background and achievements, but focuses more on her personal life than political ones.

Trigger phrases: grateful for all the supportbig shoes to fill

      computed at 2026-10-26T22:50:43.069847
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.329 confidence: 47% valhalla/distilbart-mnli-12-3

      computed at 2026-10-26T22:50:28.869239-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.329

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-26T22:53:48.329149

Tier-2 at: 2026-10-28T05:16:08.053724

AI analyzed: ✓ at 2026-10-26T22:50:43.069847

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (3)

true Chelsea Walton won the Stittsville seat in a nine-candidate race with 43% of the vote.

The article provides specific details about the voting outcome and candidate count, which can be verified through electoral records.

        C.H.E.C.K. · 2026-10-28T05:16:08.053724
      

true Walton has experience working in city hall.

The article mentions Walton's previous employment with the City of Ottawa and her role assisting incumbent councillors.

        C.H.E.C.K. · 2026-10-28T05:16:08.053724
      

mixed Improving public transit is a top priority for Stittsville residents.

While the article states this as a priority, it does not provide evidence from official sources or detailed polling data to support this claim.

        C.H.E.C.K. · 2026-10-28T05:16:08.053724
      

Cross-Outlet Cluster · I.N.K.

Chelsea Walton wins Stittsville council seat in crowded nine-candidate race 1 article across outlets

      clustered at 2026-10-26T22:41:11.848994
    

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)

2026-10-26T22:41:11.841945 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
}

2026-10-26T22:50:28.869239 bias_v2_scored

payload

{
  "confidence": 0.47,
  "ensemble_band": "center-left",
  "ensemble_score": -0.329,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.329
}

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