Audit Trail · Article #2399265

Here's how many mail-in ballots will actually count in Ottawa's municipal election

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

published 2026-10-23T21:07:19 · ingested 2026-10-23T17:50:56.405498

Bias Analysis · B.I.A.S.

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

The article presents factual information about the election process without explicit bias, but leans slightly towards the government by focusing on a statistic that could be seen as unfavorable.

Trigger phrases: 53 per cent of the distributed mail-in voter kits were received

      computed at 2026-10-23T18:16:10.932404
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 40% valhalla/distilbart-mnli-12-3

      computed at 2026-10-23T18:12:12.928976-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-23T18:16:10.932404

Tier-2 at: 2026-10-23T18:16:10.932404

AI analyzed: ✓ at 2026-10-23T18:16:10.932404

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-23T18:16:13.726893
      

Cross-Outlet Cluster · I.N.K.

Here's how many mail-in ballots will actually count in Ottawa's municipal election 1 article across outlets

      clustered at 2026-10-23T17:50:56.412166
    

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)

2026-10-23T17:50:56.405498 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
}

2026-10-23T18:12:12.928976 bias_v2_scored

payload

{
  "confidence": 0.404,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

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