Improving the Environmental Compatibility of Three Common Structural Systems Used in Canada
Bibliographic record
Abstract
Many factors contributing to the impact of new and existing structures on the environment are a direct or indirect result of the consumption of energy for building, operating, maintaining and disposing of these structures. The impact, however, is not limited to factors tied to energy consumption only, other factors, such as emissions, site impact, noise and light pollution etc., are also involved. In the paper three structural systems widely used in Canada are briefly characterized. The three systems are: System A: Typically used for low-rise residential and commercial buildings one to two storeys high; main structural framing consists of wood or metal studs. System B: Usually employed for high-rise structures used as residential apartment or office buildings; main structural farming made from reinforced concrete. System C: Common structural system for single to two storey industrial, commercial and office structures; main load bearing system is constructed using structural steel framing. Some possibilities of improving the environmental compatibility of these systems is discussed. The focus is on using advantages of the hexagonal shapes and patterns to achieve these improvements, mainly by better utilization of materials and more effective layout of the structures.
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.
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) | 0.001 | 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 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".