Béatrice VACHER, Yanita ANDONOVA, Anne-France KOGAN, Anne MONJARET, Beanlisoa RAVALISON et Carsten WILHELM (2014), Vive la technologie ? Traité de bricolage réfléchi pour épris de liberté
Bibliographic record
Abstract
D’après Béatrice Vacher et ses collègues qui ont participé à la rédaction de cet ouvrage original qui s’adresse autant aux universitaires qu’au grand public, ce n’est pas tant la technologie en elle-même qui est à louer que la capacité humaine de la bricoler et de l’adapter aux usages personnels multiples qui varient dans le temps et dans l’espace. L’idée de l’ouvrage est d’offrir aux lecteurs « des clés d’interprétation pour un usage libéré et raisonné de la technologie » (p. 10), ce qui est...
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".