Recreating the university from within
Bibliographic record
Abstract
Purpose In 1997, the University of British Columbia (UBC) adopted a sustainable development policy stating that the campus should adhere to sustainable practices in all of its actions and mandates and that all students who attend UBC will be educated about sustainability. The purpose of the paper is to consider how far UBC has moved in the last six years in the direction of sustainability education, what has been accomplished, what lessons have been learned and what challenges lie ahead. Design/methodology/approach This paper is a collaborative inquiry created by a number of faculty, staff and one doctoral student working on sustainability education issues at UBC. Findings The shift to sustainability involves: a fundamental thinking‐through of basic issues about the role of the university in society, creating a strong relationship between sustainability principles and the core goals of the university. It also will require a reworking of the design and operation of institutional reward systems, creating an appropriate linkage between the operational and academic functions of the university, and finding an appropriate mix of disciplinarity and interdisciplinarity. The collaborative writing process helped to bring people together to reflect on the projects of the past and consider the plans for the future. Originality/value The intention of the paper is to summarize the sustainability education initiatives at UBC, and address barriers and pathways to creating sustainability education programs at the university level. The collaborative stories aim to help other individuals and groups implement sustainability in higher education and contribute to a process of institutional learning for sustainability.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.030 | 0.016 |
| Scholarly communication | 0.016 | 0.007 |
| Open science | 0.002 | 0.016 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.019 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".