Nouvelles approches documentaires dans la pédagogie des sciences économiques et administratives
Bibliographic record
Abstract
Les auteurs présentent une innovation pédagogique : un système intégré de conseil et de support en matière documentaire dans un département de sciences économiques et administratives assurant la formation aux deux premiers cycles. Cette formule comprend notamment un portail public, véritable service à la collectivité, permettant d’accéder aux instruments de repérage de l’information disponible, ainsi qu’à des modules multimédias de formation aux techniques d’accès aux ressources documentaires. Ce service, d’abord décentralisé à l’échelon départemental, est de ce fait devenu accessible partout où un professeur, un gestionnaire ou un étudiant travaille à l’analyse d’une situation concrète dans un contexte de globalisation.
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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 | 0.025 | 0.058 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.014 | 0.019 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.023 | 0.015 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.031 | 0.013 |
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".