Audit Trail · Article #2391981

Orchestra provides a selection of protest songs for French demonstrations

Source article ↗ · The Globe and Mail · outlet lean: center · owner: Globe and Mail Inc. (Woodbridge) (corporate)

published 2026-10-22T18:11:20 · ingested 2026-10-22T14:23:13.454247

Bias Analysis · B.I.A.S.

CENTER score: -0.40 confidence: 80% vv3

The article discusses an orchestra playing protest music during French demonstrations, which is a left-leaning perspective on social and political issues.

Trigger phrases: protest songssocial and climate justicepoliticize classical music

      computed at 2026-10-22T14:37:38.226458
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.279 confidence: 40% valhalla/distilbart-mnli-12-3

      computed at 2026-10-22T14:38:37.227376-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.279

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-22T14:37:38.226458

Tier-2 at: 2026-10-22T14:37:38.226458

AI analyzed: ✓ at 2026-10-22T14:37:38.226458

Geographic Extraction · L.O.C.A.L.

Country: FR

Province: —

Scope: international

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Musicians are marching with protesters in Paris on October 6th.

        fact_v1 · 2026-10-22T14:37:45.827009
      

unverified Orchestre du Nouveau Monde is an all-volunteer orchestra founded to use music to raise awareness of social issues and has become a fixture at recent protests in Paris.

        fact_v1 · 2026-10-22T14:37:45.827009
      

unverified The orchestra was accompanied by singers at the Place de la République, planned to play classic protest songs including Bella Ciao, The Internationale, El pueblo unido jamás será vencido, La Marseillaise, and soundtracks from Hunger Games and Avengers films on Saturday.

        fact_v1 · 2026-10-22T14:37:45.827009
      

Cross-Outlet Cluster · I.N.K.

Orchestra provides a selection of protest songs for French demonstrations 1 article across outlets

      clustered at 2026-10-22T14:23:13.461326
    

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)

2026-10-22T14:23:13.454247 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": 488
}

2026-10-22T14:38:37.227376 bias_v2_scored

payload

{
  "confidence": 0.398,
  "ensemble_band": "center-left",
  "ensemble_score": -0.279,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.279
}

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