Fishing Villages: Resemblance to the Pre-colonial City Landscape at the Straits of Malacca in Peninsular Malaysia
Why this work is in the frame
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Bibliographic record
Abstract
This paper describes a study of the traditional port-city landscape in Peninsular Malaysia. The study uses traditional fishing villages as the case studies because of their similar geographical locations and because those fishing villages that still exist in the present day bear the closest resemblance to traditional city patterns. These traditional cities, such as Malacca and Kota Johore Lama, at one time served as Malay port cities in the Malay Kingdoms before European colonization. The literature review offers a historical survey of the old cities and a study of the fishing villages. The study shows that the traditional cities and fishing villages have a compact settlement pattern with low-rise high-density housing units. A survey was conducted of the fishing village settlement patterns, consisting of site visits, interviews, and studies of aerial photos. The analysis finds that the settlement patterns show similar zoning divisions to those of the traditional port cities: vessel landing, workshop, and ...
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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) | 0.005 | 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