Six years of continuous observations of the Deep Western Boundary Current from Cape Farewell
Bibliographic record
Abstract
Since 2014, the Overturning in the Subpolar North Atlantic Program (OSNAP) has maintained the first continuous Eulerian array across the North Atlantic Subpolar Gyre to monitor changes in the Atlantic Meridional Overturning Circulation (AMOC). The deep limb of the AMOC – the Deep Western Boundary Current (DWBC) – forms in the North Atlantic subpolar gyre from the combination of cold, dense waters of Norwegian Sea origin with the ambient waters within the gyre. Norwegian Sea Water enters the gyre by crossing southward over the Greenland Scotland Ridge as Denmark Strait Overflow Water to the west of Iceland and Iceland Scotland Overflow Water to the east. As these waters descend into the Irminger and Iceland Basins (respectively), they entrain the surrounding waters, which are primarily comprised of Labrador Sea Water and Subpolar Mode Water, to increase their transport. These waters mostly flow cyclonically along the bathymetry of the gyre before merging along the eastern flank of Greenland. At the eastern tip of Greenland, near Cape Farewell, OSNAP maintains moorings consisting of current meters, acoustic doppler current profilers and temperature-salinity recorders to capture the transport of the DWBC. This presentation will give new estimates of the DWBC from 6 years of OSNAP observations and shed new light into the current’s variability and long-term trend. Previous observations at this location found 9-13 Sv of transport, including 10.8 Sv from the first two years of OSNAP data.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".