MétaCan
Menu
Back to cohort
Record W4416545422 · doi:10.1016/j.marpol.2025.106959

Three-dimensional management needs of deep-sea hydrothermal vent ecosystems

2025· article· en· W4416545422 on OpenAlexfundno aff
Sabine Gollner, Aline Jaeckel, S.P. Robb, Jozée Sarrazin, Verena Tunnicliffe, Jesse van der Grient, Diva J. Amon, Manuel Bellanger, Catherine Blanchard, Ana Colaço, Cherisse Du Preez, Patricia Esquete, Andrey Gebruk, Lise Klunder, Rachel M. Lauer, Lisa A. Levin, Hannah Lily, Erik Molenaar, Pei‐Yuan Qian, Hiromi Watanabe

Bibliographic record

VenueMarine Policy · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicMarine Biology and Ecology Research
Canadian institutionsnot available
FundersAgencia Estatal de InvestigaciónFundação para a Ciência e a TecnologiaAustralian Research CouncilSouthern Marine Science and Engineering Guangdong Laboratory (Guangzhou)Ministério da Ciência, Tecnologia e Ensino SuperiorNatural Sciences and Engineering Research Council of CanadaMinisterie van Landbouw, Natuur en VoedselkwaliteitFonds Wetenschappelijk OnderzoekBundesministerium für Bildung und ForschungKoninklijk Nederlands Instituut voor Onderzoek der ZeeNational Science FoundationFundo Regional para a Ciência e TecnologiaAgence Nationale de la RechercheEnvironmental Protection AgencyFisheries and Oceans CanadaConnecticut Department of Energy and Environmental Protection
KeywordsEcosystemHydrothermal ventSeafloor spreadingMarine ecosystemBiodiversityHydrothermal circulationSafeguard

Abstract

fetched live from OpenAlex

Deep-sea hydrothermal vents form small, unique, and fragile ecosystems that are widely recognized as sites in need of protection. Deep-seabed mining (DSM) is a future threat to hydrothermal ecosystem integrity. In most areas within, and in all areas beyond national jurisdiction, currently proposed protection measures from DSM are unlikely to be sufficient, as only the known active venting sites on the seafloor are intended to be protected from DSM impacts. To ensure effective protection, we propose protecting not only the active vent sites but the entire hydrothermal ecosystems and their transition zones, embracing the seafloor, subseafloor and overlying water column. We discuss how ecological knowledge supports the proposed three-dimensional (3-D) protection. We suggest no DSM extraction or indirect impacts on the seafloor and entire subseafloor within a minimum 50 km diameter (25 km radius) around visible active vents. This will ensure the maintenance of subseafloor connections that are key for ecosystem integrity, as changes in vent fluid conditions can alter all ecosystem functions and services linked to venting activity. In the water column, protection from pollution from the seafloor to surface is suggested to protect vent larvae. This extent spans the entire length of ridges or back-arc basins, with a cross-axial extent of 80 km. We further discuss how international law can contribute to the effective protection of vent ecosystems and transition zones in international waters, and provide guidance for coastal States to safeguard these ecosystems and transition zones within their own maritime areas.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.294
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0080.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.248
Teacher spread0.238 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueMarine PolicySame topicMarine Biology and Ecology ResearchFrench-language works237,207