Audit Trail · Article #2487929

Calgary real estate market sees continued decline in sales, high-density housing prices drop

Source article ↗ · Calgary Herald · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-11-03T19:39:36 · ingested 2026-11-03T14:53:38.458694

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article presents a decline in the real estate market without highlighting positive aspects, which may slightly bias it towards a negative tone.

Trigger phrases: continued declinedownward pressure on prices

      computed at 2026-11-03T15:46:54.468017
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.266 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-11-03T15:45:32.170417-05:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.266

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-03T15:46:54.468017

Tier-2 at: 2026-11-03T15:46:54.468017

AI analyzed: ✓ at 2026-11-03T15:46:54.468017

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: AB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified Homes are sitting on the market for 2.2 per cent longer compared with last October, says the Calgary Real Estate Board

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

        heuristic-v1 · 2026-11-03T14:53:38.474881
      

Cross-Outlet Cluster · I.N.K.

Calgary real estate market sees continued decline in sales, high-density housing prices drop 1 article across outlets

      clustered at 2026-11-03T14:53:38.467077
    

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)

2026-11-03T14:53:38.458694 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": 13757
}

2026-11-03T15:45:32.170417 bias_v2_scored

payload

{
  "confidence": 0.381,
  "ensemble_band": "center-left",
  "ensemble_score": -0.266,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.266
}

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