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Audit Trail · Article #2439010

Calgarians willing to compromise on first-time home buying wishes

Source article ↗ · Calgary Herald · outlet lean: center-right · owner: Postmedia (corporate)
published 2026-10-29T15:52:48 · ingested 2026-10-29T11:58:40.243052
Bias Analysis · B.I.A.S.
CENTER score: 0.10 confidence: 90% vv3
The article provides balanced coverage without明显偏见，但倾向于中立。
Trigger phrases: willing to compromiseaffordability becomes more of a limitation
computed at 2026-10-29T13:49:48.724691
ML Bias Signal · DistilBERT Zero-Shot (v2)
CENTER score: 0.000 confidence: 64% valhalla/distilbart-mnli-12-3
computed at 2026-10-29T12:06:09.019814-04:00
Ensemble (heuristic + ML v2)
CENTER score: 0.000
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-10-29T13:52:44.300606
Tier-2 at: 2026-10-30T03:02:30.466244
AI analyzed: ✓ at 2026-10-29T13:49:48.724691
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: AB
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (3)
true '65 per cent of respondents would make homebuying compromises to afford a home.'
The survey by Re/Max Canada is cited as the source for this statistic.
F.A.C.T.O.I.D. · 2026-10-30T03:02:30.466244
true '31 per cent stating they would live farther from the city centre, the leading compromise by percentage.'
This specific detail is directly reported in the article and aligns with the overall survey findings.
F.A.C.T.O.I.D. · 2026-10-30T03:02:30.466244
true '20 per cent state they would buy an older home or one requiring renovations, while 18 per cent would buy a different type of home.'
These percentages are explicitly stated in the article and refer to other significant compromises mentioned.
F.A.C.T.O.I.D. · 2026-10-30T03:02:30.466244
Cross-Outlet Cluster · I.N.K.
Calgarians willing to compromise on first-time home buying wishes 1 article across outlets
clustered at 2026-10-29T11:58:40.255785
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)
  1. 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
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.636,
  "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.