Audit Trail · Article #2454437

Quand les réseaux sociaux alimentent l’inquiétude des parents

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

published 2026-10-31T04:00:00 · ingested 2026-10-31T00:29:42.353713

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.40 confidence: 85% vv3

The article focuses on the potential negative impact of social media content on parental anxiety, suggesting a critical stance towards such content.

Trigger phrases: inquiétude des parentspeur de l’inconnu

      computed at 2026-10-31T00:29:42.353713
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 35% valhalla/distilbart-mnli-12-3

      computed at 2026-10-31T00:46:56.416904-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-31T00:50:08.401531

Tier-2 at: 2026-10-31T01:07:43.174868

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 The volume of anxiogenic content on social media is unprecedented.

Experts consulted in the article confirm this statement.

        C.H.E.C.K. · 2026-10-31T01:07:43.174868
      

true Some parents are more likely to have their fears exacerbated by such content.

The experts mentioned varying effects based on individual parental anxiety levels.

        C.H.E.C.K. · 2026-10-31T01:07:43.174868
      

Cross-Outlet Cluster · I.N.K.

Quand les réseaux sociaux alimentent l’inquiétude des parents 1 article across outlets

      clustered at 2026-10-31T00:29:42.360845
    

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)

2026-10-31T00:29:42.353713 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
}

2026-10-31T00:46:56.416904 bias_v2_scored

payload

{
  "confidence": 0.353,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

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