Temperature and salinity in the central Labrador Sea during the 1990s and in the context of the longer-term change
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
In the early years of the 1990s, in the Labrador Sea winters were exceptionally severe, while in the later years winters were relatively mild. High heat losses during the severe winters produced mixed layers increasing in depth to a maximum of 2300 m. This pool of convectively mixed water, Labrador Sea Water (LSW), is a well-recognized intermediate water mass in the North Atlantic Ocean. In the latter half of the decade, mixed layer depths, at less than 1500 m, were too shallow to maintain the recently created LSW. It slowly drained away from the Labrador Sea to other regions of the North Atlantic Ocean. This loss was balanced by a flow of warmer more saline water from the boundary currents. Changes in temperature and salinity associated with the build-up and decline of LSW over the decade are presented. Property variations in the Northeast Atlantic Deep Water and Denmark Strait Overflow Water lying below the LSW are also discussed.Article from Marine Science Symposia Vol. 219 - "Hydrobiological variability in the ICES Area, 1990-1999", symposium held in Edinburgh, 8-10 August 2001. To access the remaining articles please click on the keyword "MSS Vol. 219".
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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