Rewue of Modern Rating Systems in «Green Construction»
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
The article examines "green" construction as a modern technology for the construction and operation of houses, which is aimed at reducing the level of consumption of material and energy resources throughout the entire life cycle of the building. Systematized parameters for comparing traditional and green buildings taking into account natural conditions, landscape features, natural hydrology, economic profitability, pollution from construction waste, environmental protection by recycling resources to replace non-renewable resources. The features of certification of buildings carried out by the world's largest rating systerns (Great Britain, USA, Canada, United Arab Emirates, Singapore, Malaysia, India, Germany) are considered according to the following parameters: energy efficiency, indoor air quality, environmentally friendly site selection, and use of materials and resources. It is shown that the purpose of the rating systems is to monitor green construction from the point of view of introducing the guiding ideology of the harmonious coexistence of man and nature throughout the entire life cycle of the building.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it