Audit Trail · Article #2391273

Pauline Marois invite le nouveau gouvernement à aller «plus vite» en itinérance

Source article ↗ · Le Devoir · outlet lean: center-left · owner: Le Devoir (independent co-op) (non_profit)

published 2026-10-22T15:44:00 · ingested 2026-10-22T12:06:54.219823

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 vv3

The article presents a view from the former leader of the Quebec Party, who is known for left-wing policies.

Trigger phrases: Pauline MaroisPQ government

      computed at 2026-10-22T12:06:54.219823
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.373 confidence: 53% valhalla/distilbart-mnli-12-3

      computed at 2026-10-22T12:20:39.129846-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.373

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-22T12:19:18.027176

Tier-2 at: 2026-11-02T23:56:51.274255

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

true Pauline Marois invites the new government to 'go faster' and do a better job in homelessness issues

The article directly quotes Pauline Marois making this statement.

        C.O.N.D.U.I.T. · 2026-11-02T23:56:51.274255
      

true The previous government made mistakes due to lack of coordination

Pauline Marois explicitly mentions the lack of coordination as a mistake in her statements.

        C.O.N.D.U.I.T. · 2026-11-02T23:56:51.274255
      

Cross-Outlet Cluster · I.N.K.

Pauline Marois invite le nouveau gouvernement à aller «plus vite» en itinérance 1 article across outlets

      clustered at 2026-10-22T12:06:54.228337
    

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)

2026-10-22T12:06:54.219823 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": 592
}

2026-10-22T12:20:39.129846 bias_v2_scored

payload

{
  "confidence": 0.532,
  "ensemble_band": "center-left",
  "ensemble_score": -0.373,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.373
}

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