Evolution of Back Lane Design: A View of Terrace Housing in Malaysia
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
Narrow roads between rows of buildings used as public paths or commonly known as back-lane; the streets neglected by most of people. The unfavorable lane in residential area indeed had existed thousand years ago since the world urbanization. This paper traces the evolution of back lane design particularly in terrace houses in Malaysia, the largest housing type built since colonization and Post World War of more than 40 years ago. The first part provides an overview on the global development tracking back from the Prehistory to Post Modernism. Secondly, it assesses six aspects of evolution through observations approach carried out in two states, Selangor and Negeri Sembilan. Critical review is made focusing on the two major elements, back lane physical design and its function with cross reference to literature research and current global issues. Variations of back lane have been discovered particularly in road width, drain condition, pavement material, landscaping, infrastructure and safety elemts.
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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 | 0.001 |
| 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