Audit Trail · Article #991870

Red list warns deep-sea mining threatens molluscs holding promise for science

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

published 2026-07-09T13:40:07 · ingested 2026-07-09T15:02:10.577974

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

      computed at 2026-07-09T15:47:26.305446
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.273 confidence: 39% valhalla/distilbart-mnli-12-3

      computed at 2026-07-09T11:45:50.782348-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.273

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-07-09T15:44:14.566333

Tier-2 at: 2026-07-09T15:44:14.566333

AI analyzed: ✓ at 2026-07-09T15:47:26.305446

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified The International Union for Conservation of Nature (IUCN) warned on Thursday that over half of mollusc species clustered around underwater vents and holding promising potential for medicine and technology are at risk of going extinct due to increasing deep-sea mining.

        fact_v1 · 2026-07-09T15:44:39.051094
      

unverified A growing number of firms extract critical minerals such as copper, cobalt or zinc from the superheated fluids emitted by natural hydrothermal vents on the ocean floor.

        fact_v1 · 2026-07-09T15:44:39.051094
      

unverified No verifiable claims detected.

        fact_v1 · 2026-07-09T16:15:55.144579
      

Cross-Outlet Cluster · I.N.K.

Red list warns deep-sea mining threatens molluscs holding promise for science 1 article across outlets

      clustered at 2026-07-09T15:02:10.855512
    

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)

2026-07-09T15:02:10.577974 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 488
}

2026-07-09T15:45:50.782348 bias_v2_scored

payload

{
  "confidence": 0.39,
  "ensemble_band": "center",
  "ensemble_score": -0.137,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.273
}

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