Bibliographic record
Abstract
Purpose This study aims to identify and explore the nature of ideas of the university in the present to demonstrate how the ideas both enable and constrain the emergence of its possible futures. Design/methodology/approach An integrated literature review of work on the western university was undertaken to identify the defining elements of ideas discussed in the literature – purpose, social legitimacy and embedded future – for the university in each idea. Findings Four contested and co-existing ideas of the university in the present were identified, and the nature of their co-existence and their underpinning assumptions about the purpose and social legitimacy and the embedded future held by each idea are made explicit. Research limitations/implications The paper focuses only on public, non-profit western universities as they exist in Australia, Europe, the UK, Canada and the USA in the present. Whether other forms of the university such as private non-profit and private for-profit “fit” into the four ideas and university types identified here was not explored and is a topic for future research. Originality/value The paper draws on an extensive literature to identify a new frame to understand the evolution of multiple ideas of the university, the impact of these ideas on the empirical organisational form of the university and how they shape assumptions about the university’s possible futures.
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 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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".