A struggle of civilization against barbarism: about universities as autonomous zones
Bibliographic record
Abstract
This paper takes a longue durée look at universities at the core of the world economy, where the modern idea of intellectuals as trustees of the reflexive structures of society has achieved its most enduring institutional form. To wrest thinking away from a conformism that makes us see universities as nothing more than organisations amongst organisations forever in process of adapting themselves to the exigencies of world ordering, we focus on three moments of rupture: (i) the ‘prehistory of higher education’, when the work of the medieval renaissance was ‘largely done’ and original universities where founded in the folds of the nascent European économie-monde, (ii) the crisis of the Bretton Woods world order, and (iii) the present juncture
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.020 | 0.063 |
| Scholarly communication | 0.017 | 0.010 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".