Audit Trail · Article #1418205

Join Joshua Chong for an exclusive ‘Pre-Existing Condition’ experience - Toronto Star

Source article ↗ · Toronto Star · outlet lean: center-left · owner: Torstar (corporate)

published 2026-07-31T09:00:00 · ingested 2026-07-31T13:22:06.149176

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

      computed at 2026-07-31T14:02:01.859155
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

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

      computed at 2026-07-31T10:18:08.677258-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.279

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-07-31T14:09:46.655462

Tier-2 at: —

AI analyzed: ✓ at 2026-07-31T14:02:01.859155

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (4)

unverified Join Joshua Chong for an exclusive 'Pre-Existing Condition' experience

        V.E.R.I.F.Y. · 2026-07-31T14:09:46.055681
      

unverified Toronto Star is the name of this event.

        V.E.R.I.F.Y. · 2026-07-31T14:09:46.055681
      

unverified Joshua Chong is a participant in this event.

        V.E.R.I.F.Y. · 2026-07-31T14:09:46.055681
      

unverified No verifiable claims detected.

        fact_v1 · 2026-07-31T14:27:45.584900
      

Cross-Outlet Cluster · I.N.K.

Join Joshua Chong for an exclusive ‘Pre-Existing Condition’ experience - Toronto Star 1 article across outlets

      clustered at 2026-07-31T13:22:06.296559
    

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)

2026-07-31T13:22:06.149176 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 486
}

2026-07-31T14:18:08.677258 bias_v2_scored

payload

{
  "confidence": 0.399,
  "ensemble_band": "center",
  "ensemble_score": 0.14,
  "label": "right",
  "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.