Sustainable Design Has Changed Building Design
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
I have been a consulting structural engineer in Toronto for over 35 years and am a Senior Principal of Read Jones Christoffersen (RJC) Ltd., one of Canada's leading structural engineering firms, specializing in the design and restoration of building structures and cladding systems. In those 35 years, I have been involved in the design of a great number of both major and minor commercial and institutional building projects across Canada. These projects are undertaken by interdisciplinary teams consisting of owners; users; architects; structural, mechanical, and electrical engineers; landscape architects; cost consultants; project managers, etc.The recent heightened interest in the design of “sustainable” buildings, driven by growing environmental and energy supply concerns and spurred by the introduction of measurement tools such as the Leadership in Energy and Environmental Design (LEED™), has triggered a fundamental change in the design process of these buildings. The integrated design process required by such projects is altering the way buildings are designed and constructed.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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