Audit Trail · Article #2480050

Rencontre historique : PM du Québec absent

Source article ↗ · APTN National News · outlet lean: center · owner: APTN (Indigenous-owned) (non_profit)

published 2026-11-03T00:24:29 · ingested 2026-11-02T19:53:39.852348

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 80% vv3

The article is neutral in tone but implies a negative reaction from the public towards the Premier's absence, which could be seen as slightly biased.

Trigger phrases: historiqueabsent

      computed at 2026-11-02T20:03:50.567894
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.320 confidence: 46% valhalla/distilbart-mnli-12-3

      computed at 2026-11-02T20:01:52.468865-05:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.320

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-02T20:07:03.080254

Tier-2 at: 2026-11-02T20:19:43.273790

AI analyzed: ✓ at 2026-11-02T20:03:50.567894

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

mixed Le nouveau Premier Ministre du Québec a choisi de ne pas être présent à la... (The new Premier of Quebec has chosen not to be present at the...)

The article does not specify where the Premier is absent from, which makes it difficult to verify.

        C.H.E.C.K. · 2026-11-02T20:19:43.273790
      

Cross-Outlet Cluster · I.N.K.

Rencontre historique : PM du Québec absent 1 article across outlets

      clustered at 2026-11-02T19:53:39.858280
    

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)

2026-11-02T19:53:39.852348 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": 13767
}

2026-11-02T20:01:52.468865 bias_v2_scored

payload

{
  "confidence": 0.457,
  "ensemble_band": "center-right",
  "ensemble_score": 0.32,
  "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.