Attitudes towards recycling on construction sites
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
Waste management is a major area of concern for construction industries around the world. As the general public becomes more environmentally aware, waste management policies need to be evaluated with a view to making them more effective. With the number of environmental friendly construction projects on the increase, this study examines the attitude towards recycling on construction projects in contextual and applicational issues within Toronto, Canada. A number of theoretical factors causing waste and restricting construction projects from recycling are examined, and the current state of the Toronto construction industry is investigated by conducting a questionnaire survey of key personnel working in the field of construction project management. The aim is to determine what restricts construction sites from recycling and what would create incentives for this to become a more popular practice. The study found that compared with construction industries in other parts of the world, the Toronto construction industry is doing relatively well in terms of recycling and waste management. This paper can provide references for effective implementation of waste management in construction.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 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