Bibliographic record
Abstract
The Arctic acts as both an indicator and a facilitator of global climate change. Many studies have identified the manifold changes in the Arctic hydrological system resulting from global warming. These changes have affected the freshwater balance of the northern North Atlantic and therefore pose a problem to deep water formation in this region, further impacting the global climate. This thesis uses the quasi-conservative properties of oxygen and hydrogen isotopes in watermasses to identify and quantify the freshwater sources to the ocean currents exiting the Arctic into the northern North Atlantic. Comparison of historical oxygen isotope data from the East Greenland Current system with data presented here indicates that its freshwater isotope signature has not been temporally constant. Specifically, in 2005, there was a shift to a value ? 10 h heavier than the long-term mean, indicating a large increase in sea ice meltwater admixture that coincides with a large, short-term peak in the Fram Strait sea ice export. Therefore, interannual variations in the sea ice export are transported to the watermasses downstream. Oxygen isotope data from the West Greenland Current confirm that the freshwater signal in the East Greenland Current system is transferred around the tip of Greenland. However, there is an apparent decrease in the freshwater concentration in the West Greenland Current relative to the east. This potentially corroborates the previously reported retroflection of part of the East Greenland Current into the North Atlantic subpolar gyre. The primary freshwater sources to the Labrador Current are identified as Arctic surface waters exported via the Canadian Archipelago, Hudson Strait and the West Greenland Current. There is also considerable sea ice formation and melt influence on the Labrador Shelf. The world surface ocean oxygen and hydrogen isotope mixing relationship is observed to be regionally and seasonally robust, with the exception of areas with a high meteoric water influence. The use of hydrogen isotopes as a tracer for Greenland glacial meltwater in the East Greenland Current system is investigated and the preliminary results are positive although further work is necessary to establish the value of this tracer. This thesis highlights the importance of stable isotope studies for identifying and quantifying the freshwater in the currents exiting the Arctic, allowing the key pathways of Arctic freshwater into regions of deep water formation in the North Atlantic to be identified and monitored. These pathways are: the East Greenland Current into the Nordic Seas and the North Atlantic subpolar gyre; the West Greenland Current into Labrador Sea; and the Labrador Current into the general North Atlantic circulation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".