Establishing local sustainability projects that address the UN Sustainability Development Goals
Bibliographic record
Abstract
Before increasing global disruptions and uncertainties, it is necessary to prepare students with capabilities to influence change and to nurture their agency. This case study examines a pilot student sustainability leadership initiative run at an English university. It comprises a model which combines student as partners and “living lab” practices. It engaged undergraduates in partnership with academics in projects they co-created to address curriculum and campus challenges, framing these in relation to the UN Sustainability Development Goals. The model, underpinned by constructivist and experiential learning pedagogies, harnesses creativity to nurture action for sustainability. A multi-level evaluation identified the impacts of the experience on students and academics and of the outputs in relation to the university’s education and sustainability strategies. The results demonstrate this student as partner and living lab model to be effective and efficient. It has been adopted as business-as-usual at the university and is transferable. This case study is co-authored by the staff and some of the students involved.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| 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".