Labradorseewasser-Export durch die Flämische Passage: Hydrographische Trends und Transportvariabilität verursachende Prozesse
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study investigates the deep flow through the 1200 m deep Flemish Pass, located at the western subpolar margin, constrained by the Grand Banks and the underwater plateau Flemish Cap. In addition to the Deep Western Boundary Current (DWBC) pathway offshore of Flemish Cap, Flemish Pass represents another southward export pathway for Labrador Sea Water (LSW), a main component of the climate modulating Atlantic Meridional Overturning Circulation. Hydrographic measurements show a significant warming of 0.3 degree/decade and a salinification of 0.03/decade of the Upper LSW in Flemish Pass between 1993 and 2013. Ship-based velocity measurements between 2009 and 2013 in Flemish Pass and in the DWBC east of Flemish Cap revealed a considerable southward transport of Upper LSW through Flemish Pass (15 - 27%). Mooring based transport time series revealed an average southward LSW transport of -1.9 Sv (-1.4 Sv) and a range of -3.5 Sv to 0.7 Sv (-5 Sv to 3 Sv) in Flemish Pass in 2012 - 2013 (2013 - 2014). The dominant LSW transport variability was observed on intra-seasonal time scales of 20 - 50 days and related to topographic Rossby waves trapped at the western slope of Flemish Pass.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 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 it