Audit Trail · Article #459440

Gatineau Ensemble ne veut plus de débat sur le pont dans l’est - Le Droit

Source article ↗ · Le Droit · outlet lean: center-left · owner: Coopérative nationale de l'information indépendante (non_profit)

published 2026-06-03T08:00:00 · ingested 2026-06-03T22:38:27.870917

Bias Analysis · B.I.A.S.

CENTER score: -0.80 confidence: 95% vv3

The headline and title of the article are biased towards a specific position ('Gatineau Ensemble ne veut plus de débat sur le pont dans l’est' translates to 'Gatineau Ensemble no longer wants debate on the east bridge'). This suggests that the ensemble, which is likely a group or coalition representing Gatineau, has already made up their mind and are against further discussions about the bridge. This could be interpreted as a one-sided presentation of the issue, skewing towards the opposition's perspective.

Trigger phrases: Gatineau Ensemblene veut plus de débat

      computed at 2026-06-04T02:17:56.704036
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.252 confidence: 36% valhalla/distilbart-mnli-12-3

      computed at 2026-06-04T01:09:07.020245+00:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.126

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-06-04T02:17:56.704036

Geographic Extraction · L.O.C.A.L.

Country: —

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (0)

No claims extracted yet.

Cross-Outlet Cluster · I.N.K.

Gatineau Ensemble ne veut plus de débat sur le pont dans l’est - Le Droit 1 article across outlets

      clustered at 2026-06-03T22:38:28.008019
    

Governance — C.R.E.E.D.

A+

overall grade

99.5

By Category

Accountability {'events': 4111, 'grade': 'A+', 'score': 98.6}

Fairness {'events': 240281, 'grade': 'A+', 'score': 100.0}

Privacy {'events': 4239, 'grade': 'A+', 'score': 99.7}

Safety {'events': 919, 'grade': 'A+', 'score': 100.0}

Transparency {'events': 3245, 'grade': 'A+', 'score': 99.1}

Ethics audit by C.R.E.E.D. Institute · 252795 events tracked

Raw Audit Trail (2 events)

2026-06-03T22:38:27.870917 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 14344
}

2026-06-04T01:09:07.020245 bias_v2_scored

payload

{
  "confidence": 0.36,
  "ensemble_band": "center",
  "ensemble_score": 0.126,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.252
}

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