MétaCan
Menu
Back to cohort
Record W4410707756 · doi:10.1016/j.gca.2025.05.023

Isotopic dynamics between methane-derived authigenic carbonates and gas hydrates: Insights from two deep-sea cold seeps

2025· article· en· W4410707756 on OpenAlexafffund
Josué J. Jautzy, Martine M. Savard, Stéphanie Larmagnat, Benjamin R. Fosu, D C Campbell

Bibliographic record

VenueGeochimica et Cosmochimica Acta · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicMethane Hydrates and Related Phenomena
Canadian institutionsGeological Survey of CanadaNatural Resources Canada
FundersNatural Resources Canada
KeywordsAuthigenicCold seepMethaneGeologyClathrate hydrateGeochemistryOceanographyEarth scienceHydrateChemistrySedimentary rock

Abstract

fetched live from OpenAlex

The use of clumped isotopes (Δ 47 ) as a geothermometer in carbonates has become widespread in geosciences because carbonates are ubiquitous in the environment and this technique also constrains the precipitating fluid δ 18 O composition. However, in some contexts, Δ 47 values cannot be used as a geothermometer. Instead, they provide insights into processes affecting the isotopic composition of CO 2 and dissolved inorganic carbon (DIC) prior to and during precipitation, as observed in speleothems, corals, and cold seep-associated authigenic carbonates. Among all these precipitates, authigenic carbonates associated with cold seeps stand out, as the measurement of their clumped isotopic abundances has revealed an unprecedented range of isotopic ordering, and several explanations were put forward to explain the various signals observed. To get a firmer understanding of the cause of natural variability in modern cold seeps, here we report δ 13 C, δ 18 O and Δ 47 results performed on carbonates from two deep-sea cold seeps offshore Nova Scotia, Canada, i.e., >2300 m water depth and within the gas hydrate stability zone. We report a broad Δ 47 range ( i.e., 0.502–0.663 ‰ I-CDES) that differs from values expected at isotopic equilibrium at seafloor temperatures ( i.e. , 0.671–0.672 ‰ I-CDES). Using micro computed X-ray tomography, micro-X-ray fluorescence, and micro sampling, we demonstrate that methane-derived authigenic carbonates at these deep-water sites are closely associated with colocalized methane-hydrate dissolution. The isotopic composition of these authigenic carbonates are influenced by the complex mixing of different dissolved inorganic carbon (DIC) pools at various stages of isotopic re-equilibration, resulting in fine-scale isotopic variability. We propose several mixing models and stages of DIC re-equilibration to explain this isotopic variability and apply them to evaluate the contributions of the proposed sources of DIC. The isotopic domains resulting from this exercise encompass the entire range of dual isotopic values (δ 18 O and Δ 47 ) ever observed in cold seeps and suggests that the isotopic diversity observed in these environments may be broader than that observed to date

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.007
GPT teacher head0.232
Teacher spread0.224 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2025
Admission routes2
Has abstractno

Explore more

Same venueGeochimica et Cosmochimica ActaSame topicMethane Hydrates and Related PhenomenaFrench-language works237,207