Fresh Water in the Arctic Ocean: Results from the 2008 Winter Hydrographic Surveys
Bibliographic record
Abstract
Based on an aerial hydrographic survey conducted in March and April, 2008, supplemented by unmanned drifting ice-tethered profilers (ITPs), we report that the precipitous decrease in minimum Arctic ice extent observed in the past few years has been accompanied by significant changes in upper ocean salinity, especially over the Canada Basin, where the anticyclonic Beaufort Gyre has traditionally maintained one of the major freshwater reservoirs of the world ocean. Our winter measurements corroborate and extend observations of increased summer freshwater content (FWC) first detected during the joint WHOI-IOS-JAMSTEC expedition in 2003 and monitored since. From surveys spanning major portions of the deep Arctic basins, we find that in the southeast quadrant of the Canada Basin, anomalous FWC (i.e., the change relative to PHC 3.0 winter [March-April-May] climatology based predominantly on conditions in the 1970s) has increased by as much as 11 m. Large anomalies are confined to the Canada Basin, but smaller positive anomalies were observed at all stations on the Pacific side of the Lomonosov Ridge. In the eastern Arctic, anomalies were negative, reaching values as low as -5 m.
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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 | 0.002 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".