Audit Trail · Article #2438273

Andy Fillmore says he’s found ‘common threads’ in concerns from residents at budget engagement sessions

Source article ↗ · Halifax Examiner · outlet lean: left · owner: Halifax Examiner Inc (independent)

published 2026-10-29T13:52:51 · ingested 2026-10-29T10:17:17.945491

Bias Analysis · B.I.A.S.

CENTER score: 0.20 confidence: 80% vv3

The article is a straightforward news piece without any evident bias towards the left or right, focusing on factual reporting of public engagement sessions.

Trigger phrases: common threadsresidents at budget engagement sessions

      computed at 2026-10-29T11:04:59.730890
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.281 confidence: 40% valhalla/distilbart-mnli-12-3

      computed at 2026-10-29T10:30:09.450067-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.281

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-29T11:04:59.730890

Tier-2 at: 2026-10-29T11:04:59.730890

AI analyzed: ✓ at 2026-10-29T11:04:59.730890

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: NS

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified Fifteen people showed up to the last of nine public consultations on 2027-2028 budget on Wednesday in Halifax.

Rule-based: source_credibility=False, has_stat=True, hedged=False

        heuristic-v1 · 2026-10-29T10:17:18.053445
      

Cross-Outlet Cluster · I.N.K.

Andy Fillmore says he’s found ‘common threads’ in concerns from residents at budget engagement sessions 1 article across outlets

      clustered at 2026-10-29T10:17:17.953914
    

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)

2026-10-29T10:17:17.945491 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": 14337
}

2026-10-29T10:30:09.450067 bias_v2_scored

payload

{
  "confidence": 0.401,
  "ensemble_band": "center-left",
  "ensemble_score": -0.281,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.281
}

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