Estimating the energy flux from the wind to ocean inertial motions: The sensitivity to surface wind fields
Bibliographic record
Abstract
The energy flux from the wind to ocean inertial motions is estimated using three wind products in comparison to the benchmark NCEP winds: (1) corrected NCEP winds, based on scatterometer measurements (Large and Yeager, 2004), increase the energy flux by 50% globally and by 30% at mid‐latitudes, (2) blended QSCAT/NCEP winds double the energy flux at mid‐latitudes, and lead to much larger increases at high latitudes and near the equator, (3) enhanced NCEP winds in the North Atlantic Ocean, through a kinematic reanalysis procedure (Swail and Cox, 2000), increase the energy flux by 30%. We conclude that estimates of the energy fluxes are quite sensitive to wind errors and spatial resolution. NCEP winds provide a lower bound estimate of wind energy flux into ocean near‐inertial motions.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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".