Audit Trail · Article #2458599

Sara Korajian Rankin joining the Prime Minister’s Office

Source article ↗ · iPolitics · outlet lean: center · owner: iPolitics Inc. (independent)

published 2026-10-31T15:38:06 · ingested 2026-10-31T11:59:41.191904

Bias Analysis · B.I.A.S.

CENTER score: 0.00 confidence: 90% vv3

The article does not show a clear bias towards any political stance or ideology, as it simply reports on the appointment of Sara Korajian Rankin to a government role without expressing opinions.

      computed at 2026-10-31T11:59:41.191904
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.392 confidence: 56% valhalla/distilbart-mnli-12-3

      computed at 2026-10-31T12:17:42.815638-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.304

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-31T12:05:47.415036

Tier-2 at: 2026-10-31T12:17:54.017048

AI analyzed: ✓ at 2026-10-31T12:05:47.419031

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

true Sara Korajian Rankin is set to take over the B.C. desk at the Prime Minister's Office.

The claim is supported by multiple Liberal and government sources as stated in the article.

        P.R.O.O.F. · 2026-10-31T12:17:54.017048
      

Cross-Outlet Cluster · I.N.K.

Sara Korajian Rankin joining the Prime Minister’s Office 1 article across outlets

      clustered at 2026-10-31T11:59:41.203822
    

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)

2026-10-31T11:59:41.191904 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: liberal(-0.15\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 489
}

2026-10-31T12:17:42.815638 bias_v2_scored

payload

{
  "confidence": 0.56,
  "ensemble_band": "center-left",
  "ensemble_score": -0.304,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.392
}

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