Managing Safety at Work Issues in Construction Works in Malaysia: A Proposal for Legislative Reform
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
<p>Construction sector, being an important economic driver of the country, has always been regarded as hazardous industry compared to other industries due to the nature of activities involve at the worksites. From excavation works to structural and exterior works, workers are exposed to high risks of accidents mostly involving fall from height, hit by falling objects, lifting operations, and electrocution. Statistics from various agencies have shown considerable increase in the number of industrial accidents reported for the construction industry, including death and permanent disablement cases. This paper proposed to address issues on safety and health at work in construction activities throughout the construction stages, by deliberating how those issues being managed through the use of standard forms of contract for construction projects and adequacy of the legislations pertaining to construction.</p>
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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 | 0.004 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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