33 Interannual Changes in the Hydrography of the Labrador Sea: 1990-2002
Bibliographic record
Abstract
Des missions océanographiques annuelles effectuées depuis 1990 par la Division des sciences océaniques de la région des Maritimes, Ministère des Pêches et des Océans, Canada, ont permis de détecter un cycle de dix ans dans les changements interannuels des propriétés hydrographiques de la mer du Labrador. On a tout d’abord pu observer une période d’hivers plus froids au début des années 1990 qui étaient caractérisée par une convection hivernale intense et la formation de grandes quantités d’eaux de mer froides et moins salées du Labrador. Les années récentes plus chaudes ont d’autre part mené à une période de convection moins profonde et à une augmentation de la stratification. Les trois derniers hivers dans la mer du
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".