Comparative study on green roof mechanism in developed countries
Bibliographic record
Abstract
The building industry is known to have a great impact towards the environment in urban areas, green roof systems are seen as a way to mitigate its negative impacts. Developed countries such as Germany, Canada, Japan, Singapore and Hong Kong have widely adopted green roofs in urban areas in order to reduce the negative impact construction activities especially in the cities. Each one of these countries has their own methods of encouraging building owners to adopt green roofs. Developed countries such as Germany, Canada, Japan, Singapore and Hong Kong has taken their fare share in applying green roofs into their building industry. Thus, it is crucial for the Malaysian government to impose and instil the green roofs into our local building industry. This paper analyses the comparison of the green roof mechanism applied in Germany, Canada, Japan, Singapore and Hong Kong. The findings from this paper will contribute more information and better idea on how to implement and attract public sector in Malaysia to adopt green roofs.
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How this classification was reachedexpand
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) | 0.002 | 0.002 |
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; both teacher heads agree on what is shown here.
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".