Joëlle FARCHY, Cécile MÉADEL et Guillaume SIRE (dir.) (2015), La gratuité, à quel prix ? Circulation et échange culturels sur Internet
Bibliographic record
Abstract
Le présent ouvrage à six mains, publié aux Presses des Mines, est le troisième de la collection « Les Cahiers de l’EMNS ». L’École des médias et du numérique de la Sorbonne (EMNS), dirigée par Joëlle Farchy, « est un pôle pluridisciplinaire de recherche et de formation […] créé par l’Université Paris 1 Panthéon Sorbonne en partenariat avec des entreprises et des institutions publiques ». L’ambition, qui est également celle de l’ouvrage, est de proposer une approche actuelle des médias en cont...
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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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.006 |
| Open science | 0.002 | 0.001 |
| 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".