Sustainable Technologies for Overview of Prototype Green-built House Design
Bibliographic record
Abstract
Abstract Guy Architects, Ltd. reviewed the ways in which green technologies could be incorporated into the general housing market. The following is a review of sustainable technologies we considered for incorporation into a prototype housing design. The litmus test for the selections of systems included the following: • Are the systems easy to maintain? • Are the materials durable and the layouts flexible? • Does the design have curb appeal to attract a broad range of homeowners? • Does the design encourage a more widespread use of Green Design principals in the construction sector? • Does the design use familiar off-the-shelf technology? The prototype was designed for southern Canada where farms and industry are available to provide the materials needed for the unit's mass production. The design incorporates long-lasting materials to extend the building life to an estimated 80 years. By doing this, the house could provide multi-generation abodes for families, while amortising the initial cost of the unit over a longer period of time. The flexible plan has dynamic spaces, which can accommodate a variety of lot orientations. We anticipate that the unit's construction cost would be between $200K and $300K, depending on the configuration.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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".