Community Involvement in Urban Environmental Management System
Bibliographic record
Abstract
The government of Malaysia has implemented various measures in the environmental management system, such as organizing an urban environmental management program. However, the environmental degradation problem in urban areas in the country is still alarming especially associated with the community engagement in protecting the urban environment. This study attempted to identify the level of community involvement in urban environmental management program in Malaysia based on 320 respondents. The results showed that the planning and enforcement activities by the community in the urban environmental management program were very low. In fact, the study also found that all the respondents in this survey did not execute their monitoring activities due to they assumed that the task should be undertaken by the government. The study concluded that contributing factors to the impairment of urban ecosystems in the study area is due to the vulnerability level of community involvement. Therefore, a better urban environmental management system is important to ensure higher community involvement in the urban environmental management program in strong collaboration with other concerned parties, especially the relevant government departments and the local authority.
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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 | 0.003 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".