What The Fact · Tech
Home Dashboard Transparency API ← Consumer site
Audit Trail · Article #2474666

LGBTQ+ business group celebrates 'surge in momentum' for queer entrepreneurship in Calgary

Source article ↗ · Calgary Herald · outlet lean: center-right · owner: Postmedia (corporate)
published 2026-11-02T12:15:31 · ingested 2026-11-02T07:41:16.698011
Bias Analysis · B.I.A.S.
CENTER score: 0.20 confidence: 80% vv3
The article highlights the growth and support for LGBTQ+ entrepreneurs in Calgary, emphasizing a positive change over time.
Trigger phrases: surge in momentumsupercharged by a recent speechsupportive of the community
computed at 2026-11-02T07:41:16.698011
ML Bias Signal · DistilBERT Zero-Shot (v2)
RIGHT score: 0.320 confidence: 46% valhalla/distilbart-mnli-12-3
computed at 2026-11-02T08:02:36.923637-05:00
Ensemble (heuristic + ML v2)
CENTER LEFT score: -0.340
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-11-02T08:06:23.912067
Tier-2 at: 2026-11-02T09:41:37.668436
AI analyzed: ✗
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: AB
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (3)
true Calgary has rapidly become a top destination for queer entrepreneurs
The article cites Jarom Moriyama-Bondar, an Alberta board member of the Canadian Queer Business Chamber of Commerce, who claims this trend is happening.
V.E.R.I.F.Y. · 2026-11-02T09:41:37.668436
true There wasn't much LGBTQ+ representation in Calgary's business community 15 years ago
Jarom Moriyama-Bondar mentioned that he started his career in Calgary without seeing much visibility for queer entrepreneurs.
V.E.R.I.F.Y. · 2026-11-02T09:41:37.668436
true Support for the queer community has changed a lot in the last 15 years, and having leaders who are supportive of the community makes a big difference
This is directly stated by Jarom Moriyama-Bondar.
V.E.R.I.F.Y. · 2026-11-02T09:41:37.668436
Cross-Outlet Cluster · I.N.K.
LGBTQ+ business group celebrates 'surge in momentum' for queer entrepreneurship in Calgary 1 article across outlets
clustered at 2026-11-02T07:41:16.708939
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": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: lgbtq(-0.30\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13757
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.458,
  "ensemble_band": "center-left",
  "ensemble_score": -0.34,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.32
}
Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.