Bibliographic record
Abstract
LES EDITIONS QUEBEC AMERIQUE REMERCIENT LA SODEC ET LE CONSEIL DES ARTS DU CANADA. www.quebec-amerique.com Le phenomene Internet fait desormais partie de notre quotidien. L’usage de cette technologie de communication transforme l’execution de plusieurs activites de bon nombre d’entre nous. Concretisant le fameux village planetaire annonce par Marshall McLuhan dans les annees 60, Internet n’est peut-etre pas un progres humanitaire pour la societe tel que suggere a cette epoque. Le reseau Internet n’etant pas la solution a tous les problemes, Serge Proulx cherche plutot a demontrer les traces laissees dans l’organisation de notre societe par cette « revolution » a la lumiere des recents travaux effectues en sciences sociales sur les relations entre technique et societe. Serge Proulx
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.011 | 0.020 |
| Scholarly communication | 0.015 | 0.013 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.037 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".