Bibliographic record
Abstract
Ce n’est ni en défaisant l’État social ni en s’efforçant de le restaurer comme un monument historique que l’on trouvera une issue à la crise sociale et écologique. C’est en repensant son architecture à la lumière du monde tel qu’il est et tel que nous voudrions qu’il soit. Et, aujourd’hui comme hier, la clé de voûte sera le statut accordé au travail. Face à la faillite morale, sociale, écologique et financière du néolibéralisme, l’horizon du travail au xxie siècle est celui de son émancipation du règne exclusif de la marchandise. Comme le montre le cas du travail de recherche, les statuts professionnels qui ont résisté à la dynamique du Marché total ne sont donc pas les fossiles d’un monde appelé à disparaître, mais bien plutôt les germes d’un régime de travail réellement humain, qui fasse place au sens et au contenu du travail – c’est-à-dire à l’accomplissement d’une œuvre.
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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.005 | 0.006 |
| Meta-epidemiology (broad) | 0.009 | 0.002 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.035 | 0.026 |
| Open science | 0.041 | 0.033 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.755 | 0.036 |
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; both teacher heads agree on what is shown here.
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".