Audit Trail · Article #2512902

In his words: Miller is an immigration hardliner and a bombastic critic of Democrats

Source article ↗ · Winnipeg Free Press · outlet lean: center · owner: FP Newspapers (independent local) (independent)

published 2026-11-07T05:07:16 · ingested 2026-11-07T00:15:21.968670

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — NO SIGNAL DETECTED (not a centrist finding)

      computed at 2026-11-07T00:15:21.968670
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.483 confidence: 69% valhalla/distilbart-mnli-12-3

      computed at 2026-11-07T10:01:04.370525-05:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.483

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-11-08T16:12:08.247169

Tier-2 at: —

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: MB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Miller is an immigration hardliner.

        V.E.R.I.F.Y. · 2026-11-08T16:12:08.242952
      

unverified Miller is a bombastic critic of Democrats.

        V.E.R.I.F.Y. · 2026-11-08T16:12:08.242952
      

Cross-Outlet Cluster · I.N.K.

In his words: Miller is an immigration hardliner and a bombastic critic of Democrats 1 article across outlets

      clustered at 2026-11-07T00:15:21.980034
    

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)

2026-11-07T00:15:21.968670 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": 13761
}

2026-11-07T10:01:04.370525 bias_v2_scored

payload

{
  "confidence": 0.691,
  "ensemble_band": "center-right",
  "ensemble_score": 0.483,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.483
}

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