Investigation of the Movement Characteristics of West Guangdong Longshore Ocean Current System, China
Bibliographic record
Abstract
Xie, M.; Yao, S.; Li, W.; Zhao, H., and Gao, Z., 2015. Investigation of the movement characteristics of West Guangdong longshore ocean current system, China.The West Guangdong Ocean Current (WG current) is a special ocean current flowing along the West Guangdong coastline, China. It has significant impact on the nearshore area, and it will make the nearshore current movement complex after superposing on the tidal currents. A comprehensive investigation of the WG current is mandatory especially to the construction of nearshore harbors. However, at present, the nature of WG current is still not well clarified. Based on a series of filed survey datasets carried out in different representative seasons, the movement characteristics of the WG current are analyzed by using a residual flow extracting method. The results indicate that the WG current direction points to southwest in the entire year, which does not accord with the dominant monsoon direction especially in summer, and the current speed shows significant seasonal variation. The current speed increases at the first 10 km away from shoreline, and then becomes approximately uniform. Besides, the current speed is larger in summer than that in winter.
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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 | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| 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".