Audit Trail · Article #6838

Longtime tenants no longer feel safe in Winnipeg social housing building providing housing to homeless people

Source article ↗ · CBC English Top Stories · outlet lean: center-left · owner: CBC/Radio-Canada (public)

published 2026-04-28T10:00:00 · ingested 2026-04-28T10:29:39.057371

Bias Analysis · B.I.A.S.

LEFT score: -1.00 vv3

triggers: social housing(-0.30×3)

      computed at 2026-05-27T04:51:58.332660
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.295 confidence: 42% valhalla/distilbart-mnli-12-3

      computed at 2026-05-19T21:18:24.814876-04:00
    

Ensemble (heuristic + ML v2)

LEFT score: -0.647

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-05-27T04:51:58.332660

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: municipal

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified No verifiable claims detected.

        fact_v1 · 2026-05-20T21:09:47.863457
      

unverified No verifiable claims detected.

        fact_v1 · 2026-05-27T10:14:02.156136
      

Cross-Outlet Cluster · I.N.K.

Longtime tenants no longer feel safe in Winnipeg social housing building providing housing to homeless people 1 article across outlets

      clustered at 2026-05-17T11:25:33.721212
    

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)

2026-04-28T10:29:39.057371 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v1",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 1
}

2026-05-20T01:18:24.814876 bias_v2_scored

payload

{
  "confidence": 0.422,
  "ensemble_band": "left",
  "ensemble_score": -0.647,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.295
}

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