Audit Trail · Article #2376662

Adaptation policies must be built around the local communities facing climate change

Source article ↗ · The Conversation Canada · outlet lean: center-left · owner: The Conversation (academic) (non_profit)

published 2026-10-20T18:35:49.373268 · ingested 2026-10-20T16:35:49.373268

Bias Analysis · B.I.A.S.

CENTER score: -0.20 vv3

The article emphasizes the need for local community involvement and co-operation, which is often associated with progressive or left-leaning viewpoints.

Trigger phrases: local communitiesgreater co-operation and co-ordination

      computed at 2026-10-20T17:09:45.442691
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.265 confidence: 38% valhalla/distilbart-mnli-12-3

      computed at 2026-10-20T17:06:27.521539-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.367

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-20T17:09:45.442691

Tier-2 at: 2026-10-20T17:09:45.442691

AI analyzed: ✓ at 2026-10-20T17:09:45.442691

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

unverified No verifiable claims detected.

        fact_v1 · 2026-10-20T17:09:52.327396
      

Cross-Outlet Cluster · I.N.K.

Adaptation policies must be built around the local communities facing climate change 1 article across outlets

      clustered at 2026-10-20T16:35:49.386841
    

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': 1, 'grade': 'A+', 'note': 'below minimum volume (1 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 · 1 events tracked

Raw Audit Trail (2 events)

2026-10-20T16:35:49.373268 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: climate change(-0.15\u00d73)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 13769
}

2026-10-20T17:06:27.521539 bias_v2_scored

payload

{
  "confidence": 0.379,
  "ensemble_band": "center-left",
  "ensemble_score": -0.367,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.265
}

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