Presidential address The Ideological and Economic Repositioning of Universities
Bibliographic record
Abstract
A reconceptualization of the human capital value of education as a private good, linked to a market oriented commodification of university knowledge, underpins a repositioning of universities as entrepreneurial enterprises. The implications for universities and the professoriate are explored, with a particular emphasis on the ways in which the institutions and work within them are being redefined. Canadian and Australian experiences are drawn upon. Une nouvelle conceptualisation de la valeur du capital humain en enseignement comme un bien privé, relié au savoir universitaire comme des marchandises destinées au marché, étaie une repositionnement des universités comme des entreprises commerciales. L'auteur explore les implications pour les universités et le corps professoral, avec une emphase particulière sur les façons dont les institutions et leurs travaux se redéfinissent. L'auteur se sert des expériences canadiennes et australiennes.
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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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".