Bibliographic record
Abstract
The observed variability of summer circulation in the Baie des Chaleurs (BdC, Canada) is found to be largely controlled by the intrusion/separation processes of a coastal jet Gaspe Current (GC) at the bay entrance. An analysis of hydrographic and current meter data showed that the mean counter-wind cyclonic circulation in the BdC from spring to the beginning of the cooling season in 1991 was ascribed to the westward intrusion of the GC. The forcing mechanism of the GC on the BdC was determined by the characteristics of the coastal jet separation. Under the intrusion regime, the GC entered into the BdC along the north coast of the bay, suppressed the local wind-driven eastward currents and formed a cyclonic circulation in the bay. Under the separation regime, GC mainly passed across the entrance of the BdC with the formation of an anticyclonic recirculation at the lee of the jet near the bay entrance and a weaker cyclonic circulation in the bay. Dynamics of the boundary current separation is utilized to reason the observed variability of flow field in the BdC.
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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 | 0.001 | 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) | 0.032 | 0.010 |
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".