Audit Trail · Article #2421798

‘I’m an exile from the 20th century’: How Paweł Pawlikowski brought Fatherland’s postwar past to life

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

published 2026-10-27T19:45:18 · ingested 2026-10-27T16:07:55.327528

Bias Analysis · B.I.A.S.

LEFT score: -0.20 vv3

The article focuses on the director's detached perspective and comments about standing ovations, which suggest a critical but not overtly negative stance.

Trigger phrases: distinct chillinesscool air of distanceemotional swirling in your head

      computed at 2026-10-27T16:25:34.772792
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.275 confidence: 39% valhalla/distilbart-mnli-12-3

      computed at 2026-10-27T16:23:29.381173-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.275

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-27T16:25:34.772792

Tier-2 at: 2026-10-27T16:25:34.772792

AI analyzed: ✓ at 2026-10-27T16:25:34.772792

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified The Polish director's black-and-white drama 'Fatherland' is expected to attract the largest international audience outside of Europe.

        fact_v1 · 2026-10-27T16:25:34.846391
      

unverified Paweł Pawlikowski gained recognition as a leading figure in European cinema through his work on 'Mother' and 'I Am an Exile'.

        fact_v1 · 2026-10-27T16:25:34.846391
      

unverified The film's historical context focuses on Poland’s post-war period, emphasizing themes of resilience and the struggle against authoritarianism.

        fact_v1 · 2026-10-27T16:25:34.846391
      

Cross-Outlet Cluster · I.N.K.

‘I’m an exile from the 20th century’: How Paweł Pawlikowski brought Fatherland’s postwar past to life 1 article across outlets

      clustered at 2026-10-27T16:07:55.333285
    

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)

2026-10-27T16:07:55.327528 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
}

2026-10-27T16:23:29.381173 bias_v2_scored

payload

{
  "confidence": 0.393,
  "ensemble_band": "center-left",
  "ensemble_score": -0.275,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.275
}

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