Evaluating student partnership models in Australian universities
Bibliographic record
Abstract
This research investigates the diversity and typology of Students as Partners (SaP) models across Australian universities, providing a framework for benchmarking institutional engagement with student partnerships. By reviewing public information and employing document and critical discourse analysis (CDA) on 38 university websites, the study highlights variations in SaP initiatives, ranging from comprehensive to not evident. The study adapts Barrie’s (2007) four-quadrant framework to categorise SaP practices as: no or limited engagement, fragmented, targeted, or emancipatory. The findings reveal significant differences in how universities govern, promote, and implement SaP, with only a notable few demonstrating authentic strategic partnerships. SaP is widely recognised as a critical and transformative strategy that acknowledges student agency in engaging with how universities are governed and how curricula can be designed. Therefore, this study aims to advance current SaP practices by providing a benchmark for the various configurations of SaP at Australian higher education institutions.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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 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".