Variability of oceanographic and ice properties in the Canadian Arctic Archipelago
Bibliographic record
Abstract
No abstracts are to be cited without prior reference to the author.Year-long moorings have been in place in eastern Barrow Strait since August 1998 to measure pack ice properties and oceanographic transport of the Arctic surface waters passing through the Canadian Arctic Archipelago (CAA). In addition, ice charts produced by the Canadian Ice Service (CIS) provide a 28-year time series of the position of the landfast ice edge in eastern Parry Channel. From the mooring time series data, volume transport shows large interannual variability, and the annual cycle shows a maximum in summer and a minimum in the fall. Regression analysis with the Arctic surface wind field shows that the highest correlation between monthly mean transport anomalies in Barrow Strait is with alongshore wind anomalies northwest of Banks Island in the Beaufort Sea, 1000km west of the mooring site. In contrast, local wind speed and air temperature explain over half of the variance in the location of the spring consolidated ice edge
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 teacher head, 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".