“I am wary of giving too much power to students:” Addressing the “but” in the Principle of Staff-Student Partnership
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
Staff and students coming together to enhance learning is a key educational challenge facing the higher education sector. Literature proposes different ways of achieving this through co-creation, partnership, and collaboration. This paper focuses solely on staff perspectives of a staff-student partnership project aimed at improving feedback strategies. Through a mixed-methods approach, staff in four disciplines in one UK university were questioned in regard to collaborating with students, asked to take part in a co-creation experience, and then invited to take part in a follow-up interview. Findings indicated that staff initially supported greater student engagement in curriculum development but were wary of substantial change in the design of curriculum content. Some doubted the experience and abilities of students in this context. The overarching response was a positive statement followed first with a “but” and then with the issues that could be caused by a partnership approach.
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 | 0.005 | 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 | 0.000 |
| Open science | 0.004 | 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