Audit Trail · Article #2355086

À Montréal, des manifestants se rassemblent en solidarité aux mobilisations lycéennes en France

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

published 2026-10-17T23:09:15.125811 · ingested 2026-10-17T19:09:15.125811

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — NO SIGNAL DETECTED (not a centrist finding)

      computed at 2026-10-17T19:09:15.125811
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.329 confidence: 47% valhalla/distilbart-mnli-12-3

      computed at 2026-10-17T19:19:21.852199-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.329

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-17T19:20:46.789910

Tier-2 at: —

AI analyzed: ✓ at 2026-10-17T19:19:26.046978

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: QC

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (5)

unverified Manifestation in Montreal highlights concerns specific to the Quebec student community.

        fact_v1 · 2026-10-17T19:19:29.649759
      

unverified The event served as an opportunity to draw attention to issues unique to students in Canada's French-speaking province.

        fact_v1 · 2026-10-17T19:19:29.649759
      

unverified It was a chance for solidarity with fellow students protesting in France.

        fact_v1 · 2026-10-17T19:19:29.649759
      

unverified La manifestation à Montréal a été organisée en soutien aux lycéens mobilisés en France.

        V.E.R.I.F.Y. · 2026-10-17T19:20:46.787704
      

unverified Des préoccupations étudiantes spécifiques au milieu scolaire québécois ont également été exposées.

        V.E.R.I.F.Y. · 2026-10-17T19:20:46.787704
      

Cross-Outlet Cluster · I.N.K.

«Les jeunes au Québec vont se soulever»: des manifestants à Montréal solidaires de la France 2 articles across outlets

      clustered at 2026-10-17T15:57:01.108776
    

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)

2026-10-17T19:09:15.125811 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
}

2026-10-17T19:19:21.852199 bias_v2_scored

payload

{
  "confidence": 0.47,
  "ensemble_band": "center-left",
  "ensemble_score": -0.329,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.329
}

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