Audit Trail · Article #2188512

Lines that landed: Question Period for September 25

Source article ↗ · The Hub · outlet lean: center-right · owner: The Hub Canada (independent)

published 2026-09-25T16:57:48 · ingested 2026-09-25T14:03:34.828919

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article is neutral in tone and focuses on factual reporting of a parliamentary event without明显的中文内容，我将继续用英文提供所需格式。

      computed at 2026-09-25T14:37:14.099450
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.263 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-09-25T14:36:47.193237-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.263

Analysis Tier

Tier: quick_v1_failed+full

Tier-1 at: 2026-09-25T14:36:44.425475

Tier-2 at: 2026-09-25T14:37:14.099450

AI analyzed: ✓ at 2026-09-25T14:37:14.099450

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Lines that landed refers to the official lines provided by NASA.

        fact_v1 · 2026-09-25T14:37:27.595110
      

unverified The article discusses a question period event on September 25th.

        fact_v1 · 2026-09-25T14:37:27.595110
      

unverified There is no information about specific questions asked or answers given.

        fact_v1 · 2026-09-25T14:37:27.595110
      

Cross-Outlet Cluster · I.N.K.

Lines that landed: Question Period for September 25 1 article across outlets

      clustered at 2026-09-25T14:03:34.832547
    

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)

2026-09-25T14:03:34.828919 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": 14347
}

2026-09-25T14:36:47.193237 bias_v2_scored

payload

{
  "confidence": 0.376,
  "ensemble_band": "center-right",
  "ensemble_score": 0.263,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.263
}

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