Moving Towards Sustainable Outcomes in Student Partnerships: Partnership Values in the Pilot Year
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
The UCL ChangeMakers scheme supports students and staff to work in partnership to enhance the University College London (UCL) learning experience. In 2014/15 we piloted the scheme with 10 projects run by 24 students in collaboration with 11 staff members. This paper will focus on our evaluation efforts of the pilot year through 4 illustrative case studies highlighting the successes and challenges of 4 projects. We focused our discussion on how projects were defined, what role students and staff should have had in defining the projects, and the sustainability of the projects once the student moves on or graduates. From our case study analysis, our findings revealed that a series of partnership values—collective responsibility, honesty, plurality, and trust—need to be considered in order to have an impact on the sustainability of the project and, more importantly, on the learning experience for students.
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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 | 0.006 | 0.002 |
| 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 | 0.003 | 0.001 |
| Open science | 0.003 | 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