Audit Trail · Article #2407607

Who is Nathan Fielder? The Canadian filmmaker behind new Elizabeth Homes documentary

Source article ↗ · National Post · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-10-25T11:51:29 · ingested 2026-10-25T08:00:41.222492

Bias Analysis · B.I.A.S.

CENTER score: -0.20 confidence: 80% vv3

The article is generally neutral but leans slightly towards a factual report without overt bias.

Trigger phrases: Canadian filmmakernew Elizabeth Homes documentary

      computed at 2026-10-25T08:07:08.003326
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.307 confidence: 44% valhalla/distilbart-mnli-12-3

      computed at 2026-10-25T08:05:59.825899-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.307

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-25T08:07:08.003326

Tier-2 at: 2026-10-25T08:07:08.003326

AI analyzed: ✓ at 2026-10-25T08:07:08.003326

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified Nathan Fielder is a Canadian filmmaker who starred alongside Elizabeth Holmes in the documentary 'You Can See Everything'.

        fact_v1 · 2026-10-25T08:07:11.925919
      

unverified The film showcases their time living together before Elizabeth Holmes was sentenced to prison.

        fact_v1 · 2026-10-25T08:07:11.925919
      

unverified Elizabeth Holmes founded Theranos, an early healthcare technology company that faced significant controversy and allegations of fraud.

        fact_v1 · 2026-10-25T08:07:11.925919
      

Cross-Outlet Cluster · I.N.K.

Who is Nathan Fielder? The Canadian filmmaker behind new Elizabeth Homes documentary 1 article across outlets

      clustered at 2026-10-25T08:00:41.235150
    

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)

2026-10-25T08:00:41.222492 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": 487
}

2026-10-25T08:05:59.825899 bias_v2_scored

payload

{
  "confidence": 0.438,
  "ensemble_band": "center-left",
  "ensemble_score": -0.307,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.307
}

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