Tidal Effect on Coastal Municipal Drainage System: Case Study of Bandar Maharani, Muar
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
Flash flood atBandar Maharani, Muaris a common occurrence. Although,numerous studies and continual improvement todrainagesystems havebeencarriedout, flash flood atBandar Maharani still persists. Aim ofthisstudyis toassess tidaleffect oneffectiveness of Bandar Maharani drainage system.80% of the 12.25 km area of Bandar Maharani consists of residentialsand commercial buildings.Capacity ofdrainage systemalong 15 major roads in Bandar Maharani has been evaluated.Peak flows due to 5, 10, 50 and 100-year ARI rainfall were considered. Hightide which occurred in 1999 has been used to investigate the effect of tideson capacity of drainalongJalan Bakri.Ithas been shown that high tidehasreducedas much as32% of capacity of drains alongJalanBakri, a major drainage system ofBandar Maharani.The effectof tides can reach as far as 3.687 km upstream. This means that whenhigh tides and heavy rainoccurconcurrently, capacity of drains alongJalanBakriwill be affected, thus leadto flash floods.
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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 | 0.000 | 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 | 0.000 |
| 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 it