Florence MILLERAND, Serge PROULX et Julien RUEFF (dir.) (2010), Web social. Mutation de la communication. Québec, Presses de l’Université du Québec, Coll. « Communication »
Bibliographic record
Abstract
L’explosion du phenomene des reseaux sociaux sur le Web, depuis 2005, conduit nombre de chercheurs a analyser les enjeux de ces nouveaux espaces de socialisation, bien differents des communautes (Proulx et al., 2006 ; Rheingold, 1995) creees dans les premiers temps d’Internet et du Web. La dimension relationnelle des dispositifs techniques propres au Web 2.0 devient centrale et les activites des internautes comme les enjeux economiques et politiques de ces nouvelles pratiques font l’objet, ic...
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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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.001 | 0.012 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".