Bibliographic record
Abstract
L’apparition du numérique a entraîné ces dernières années une transformation profonde des modèles de production et de circulation des livres, qui ont peu changé depuis le XVIIIe siècle. Le web, en particulier, a provoqué une remise en question du sens même du partage des connaissances : d’une économie de la rareté, nous sommes passés à la surabondance. Auparavant, une poignée d’institutions centralisatrices, privées et publiques, étaient garantes du choix, de l’évaluation et de la distribution des contenus ; aujourd’hui, il n’y a plus de systèmes de légitimation, ou alors ils sont déstructurés. Après avoir fait le constat de la crise de ces modèles et de la difficulté d’en proposer de nouveaux, ce livre présente les enjeux et les défis complexes du nouveau monde de l’édition numérique.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".