Audit Trail · Article #2392185

More than a million Canadian homes need ‘major repairs,’ CMHC says

Source article ↗ · Global News · outlet lean: center · owner: Corus Entertainment (corporate)

published 2026-10-22T18:52:31 · ingested 2026-10-22T15:18:55.540313

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article focuses on a critical issue affecting housing in Canada, potentially impacting vulnerable populations and overall health. The language used is neutral but highlights the severity of the problem.

Trigger phrases: more than a million Canadian homes need ‘major repairs’poor housing conditions are concentrated among those who already live in precarious conditions

      computed at 2026-10-22T15:33:37.528897
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.249 confidence: 36% valhalla/distilbart-mnli-12-3

      computed at 2026-10-22T15:34:02.435606-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.249

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-22T15:33:37.528897

Tier-2 at: 2026-10-22T15:33:37.528897

AI analyzed: ✓ at 2026-10-22T15:33:37.528897

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-22T15:33:44.832383
      

Cross-Outlet Cluster · I.N.K.

More than a million Canadian homes need ‘major repairs,’ CMHC says 1 article across outlets

      clustered at 2026-10-22T15:18:55.547514
    

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)

2026-10-22T15:18:55.540313 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": 4
}

2026-10-22T15:34:02.435606 bias_v2_scored

payload

{
  "confidence": 0.356,
  "ensemble_band": "center-left",
  "ensemble_score": -0.249,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.249
}

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