Institutional motivations and barriers to the construction of green buildings on campus
Why this work is in the frame
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Bibliographic record
Abstract
Purpose To explore the barriers and motivations to the construction of green buildings at the University of Waterloo (UW) by documenting and analysing the UW building process. Design/methodology/approach The authors conducted 13 semi‐structured in‐depth interviews with key UW individuals as well as analyzing numerous internal reports in order to document UW's building process. Based on the literature, a set of key ingredients for successful green building projects is developed as a basis from which to evaluate UW's current practices. Findings Based on the four key ingredients needs for successful green building projects at Institutions of Higher Education (IHE), UW was found to have weaknesses in all four areas including: a lack internal leadership amongst stakeholders with decision‐making power, a lack of quantifiable sustainability targets, an operational structure that does not reward building designs with lower energy costs, and lack of communication between professional designers, facilities management and faculty. While UW has implemented many green initiatives on campus, the current financial and organizational structure of the University's current system does lend itself to the creation and implementation of green buildings on campus. Originality/value Most research at IHE document existing green building initiatives and the lessons learned from their design and construction. There has been limited research into the processes by which decisions to proceed with the construction of green buildings are made, particularly within large institutions. As a consequence, the research documents many of the pitfalls, traps, and solutions that are experienced during the construction of green buildings, but have limited knowledge of the reasons why some proposed green buildings never get developed. This research identifies barriers to the construction of green buildings within institutional decision‐making processes and makes specific recommendations for realizing green building construction based on the UW case study.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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