Audit Trail · Article #2527627

Au moins 35 morts dans le naufrage d’une pirogue de migrants au Sénégal

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

published 2026-11-09T01:01:13 · ingested 2026-11-08T21:16:46.822252

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 80% vv3

The article is factual and provides no overt bias, but the subject matter of human trafficking and migration could be seen as politically sensitive.

Trigger phrases: milliers de jeunes Ouest-Africainsémigrer pour fuir

      computed at 2026-11-08T23:31:07.770523
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.297 confidence: 42% valhalla/distilbart-mnli-12-3

      computed at 2026-11-08T22:54:36.766130-05:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.297

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-08T23:31:07.770523

Tier-2 at: 2026-11-08T23:31:07.770523

AI analyzed: ✓ at 2026-11-08T23:31:07.770523

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified 至少有35人在塞内加尔的船只失事中丧生。

        V.E.R.I.F.Y. · 2026-11-08T21:30:03.472367
      

unverified 大量西非年轻人试图移民以逃离冲突和独裁统治。

        V.E.R.I.F.Y. · 2026-11-08T21:30:03.472367
      

Cross-Outlet Cluster · I.N.K.

Égypte : au moins quatre morts dans une collision entre deux trains 3 articles across outlets

      clustered at 2026-11-08T12:46:44.758374
    

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)

2026-11-08T21:16:46.822252 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
}

2026-11-08T22:54:36.766130 bias_v2_scored

payload

{
  "confidence": 0.425,
  "ensemble_band": "center-left",
  "ensemble_score": -0.297,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.297
}

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