Vertical Turbulent at Thermocline Layer in Makassar Strait
Bibliographic record
Abstract
Makassar Strait is one of the main passage of Indonesian Throughflow (ITF). The purpose of this research is to study the spatial distribution of vertical turbulent at thermocline layer (at a depth about 100-350 m) of the Makassar Strait and to analyze the forcing that trigger it. Hydrographic data obtained from Widya Nusantara Expedition (Ewin) in June 2013, which consists of 29 CTD stations spread across Makassar Strait were use for this study. Water-mass test of GK test was applied to the CTD data to eliminate density inversion caused by noise. The result of this study show that an active turbulent with kinetic energy dissipation rate (e) of 0(10 -9 -10 -8 ) Wkg -1 and diffusivity vertical of K ρ 0(10 -5 -10 -3 ) m 2 s -1 . These results were categorized as relatively strong vertical turbulent and found at a depth of 100-200 m in the northern part of the strait at the entrance of Arlindo. Meanwhile at the southern part of the strait near the exit passage of Arlindo, the vertical turbulent was more intensive on the west side of the strait with e (10 -9 ) Wkg -1 and K ρ (10 -4 ) m 2 s -1 .
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".