Audit Trail · Article #2558994

Association of Quebec farmers releases study challenging costs of high-speed rail

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

published 2026-11-12T17:37:50 · ingested 2026-11-12T12:56:12.301370

Bias Analysis · B.I.A.S.

LEFT score: -1.00 confidence: 80% vv3

triggers: union(-0.40×1)

Trigger phrases: Association of Quebec farmersUnion des producteurs agricoles

      computed at 2026-11-12T12:56:12.301370
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

ML scoring pending — backlog worker processes ~50 articles per ingest cycle.

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-11-12T13:21:17.874064

Tier-2 at: —

AI analyzed: ✓ at 2026-11-12T13:01:34.366926

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified The study conducted by Vision Transport and agricultural group Union des producteurs agricoles suggests that savings could be achieved through modernizing existing tracks.

        V.E.R.I.F.Y. · 2026-11-12T13:21:17.868303
      

unverified These savings could potentially result from upgrading the transportation infrastructure used for high-speed rail.

        V.E.R.I.F.Y. · 2026-11-12T13:21:17.868303
      

Cross-Outlet Cluster · I.N.K.

Association of Quebec farmers releases study challenging costs of high-speed rail 3 articles across outlets

      clustered at 2026-11-12T11:57:19.566035
    

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': 2, 'grade': 'A+', 'note': 'below minimum volume (2 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 · 2 events tracked

Raw Audit Trail (1 event)

2026-11-12T12:56:12.301370 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: union(-0.40\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 4
}

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