Sustainable Maintenance of Navigation Channel: The Case of Port Tanjung Pelepas (PTP) Port
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Maritime industry is the cradle of all modes of transportation where port is and ship is necessary to facilitate trading through marine transportation. Human development and demand for international trade has resulted to need for economic of large scale for ships. Recently, there is continuous growth or need for larger and sophisticated ship through increasing shipping activities and this has lead to design and production of sophisticated state of art safety oriented marine vehicle in term of size, speed and structure- albeit, this safety based designed development is out of phase with conditions of navigation channels. To create a balance for safe navigation in inland port which are considered to be restricted water, this big ships will ply, it is necessary to maintain the channel to keep accepting the target largest vessel , and the channel should be maintain at frequency the ship building are growing. This paper presents the result of application of best practice simplified method for channel maintenance against vessel design and reception requirement. The model is used to calculate channel dept requirement to be maintain for Port Tajun Palapes (PTP) in Johor, Malaysia which arrived at 15.2. The paper also discusses reservation regarding sustainability reservation requirement for channel maintenance.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 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 it