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Record W7056655229

Freshwater fluxes and variability in the Arctic Ocean and subarctic North Atlantic

2019· other· en· W7056655229 on OpenAlexaboutno aff

Bibliographic record

VenueHelmholtz-Zentrum für Polar-und Meeresforschung (Alfred-Wegener-Institut) · 2019
Typeother
Languageen
FieldPhysics and Astronomy
TopicAdvanced Frequency and Time Standards
Canadian institutionsnot available
Fundersnot available
KeywordsArctic dipole anomalySubarctic climateArcticArctic sea ice declineNorth Atlantic Deep WaterArctic geoengineeringThermohaline circulationSubtropicsWater mass
DOInot available

Abstract

fetched live from OpenAlex

As salt is largely conserved in the oceans globally, the only way to change the ocean salinity, which is key to many ocean processes by setting density stratification, is by adding or removing fresh water. Significant freshwater changes have recently been observed both in the Arctic Ocean and the subpolar North Atlantic. From observations between 1990 and 2013, we found a distinct anti-correlation of the freshwater anomalies in the upper Arctic Ocean and the subarctic North Atlantic (SANA) with anomalies of almost the same magnitude.
\nAnalyses of freshwater fluxes from the global Finite Element Sea ice Ocean Model (FESOM) and the Common Ocean-ice Reference Experiment version 2 (CORE-II) atmospheric forcing data set suggests that the freshwater variations in the two regions largely result from changing advective freshwater transports. Variations in the Arctic freshwater export to the North Atlantic are found to be most important for the total freshwater content variability of the upper Arctic Ocean and for the liquid freshwater content variability of the western SANA. The eastern SANA freshwater content seems to be mainly influenced by the exchange with the subtropical North Atlantic.
\nFurthermore these changes are correlated with large-scale atmospheric pressure and circulation patterns. Based on regression analysis we isolate two distinct patterns of sea level pressure with one being associated with the southward volume transport through the Canadian Arctic Archipelago and the other with the southward volume transport through Fram Strait. We propose, that the recently observed rapid changes of freshwater content in the SANA and upper Arctic Ocean resulted from an interplay of these two driving patterns causing parallel changes in the freshwater export on both sides of Greenland.
\nAccording to our freshwater content time series and the present sea level pressure pattern, the fresh water that accumulated in the Arctic Ocean during the previous decades has started to be released into the SANA in the most recent years. If continued in the following years, the freshwater export will have impact on the stability of the upper water column both in the Arctic Ocean and the SANA with possible implications for the Atlantic Meridional Overturning Circulation and the oceanic heat release to the Arctic atmosphere and sea ice.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
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 head0.008
GPT teacher head0.245
Teacher spread0.237 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2019
Admission routes1
Has abstractyes

Explore more

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