Audit Trail · Article #2467125

Flu, COVID numbers spike; shortage of some COVID vaccines leaves payers unprotected

Source article ↗ · Edmonton Journal · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-11-01T15:46:27 · ingested 2026-11-01T11:13:57.626512

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article presents a balanced view without taking an overtly biased stance, providing information about both the shortage issues and the current health situation.

Trigger phrases: supply chain hiccupsshortages for certain vaccine brands

      computed at 2026-11-01T11:51:14.117577
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.243 confidence: 35% valhalla/distilbart-mnli-12-3

      computed at 2026-11-01T11:49:03.612791-05:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.243

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-01T11:51:14.117577

Tier-2 at: 2026-11-01T11:51:14.117577

AI analyzed: ✓ at 2026-11-01T11:51:14.117577

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: AB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified Healthy individuals without meeting a long list of risk qualifiers are experiencing increased shortages for certain vaccines.

        fact_v1 · 2026-11-01T11:51:14.197874
      

Cross-Outlet Cluster · I.N.K.

Flu, COVID numbers spike; shortage of some COVID vaccines leaves payers unprotected 1 article across outlets

      clustered at 2026-11-01T11:13:57.730770
    

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)

2026-11-01T11:13:57.626512 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": 13758
}

2026-11-01T11:49:03.612791 bias_v2_scored

payload

{
  "confidence": 0.348,
  "ensemble_band": "center",
  "ensemble_score": 0.243,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.243
}

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