Observatoires de la vie étudiante des universités contre Portail étudiant du Ministère : conflit statistique, territorial ou organisationnel?
Bibliographic record
Abstract
En France, l’université a fait longtemps l’objet d’un désintérêt sociologique, et ce, contrairement à celle des pays anglo-saxons. Cet article participe donc à l’ouverture de la boîte noire universitaire par une réflexion au coeur de l’actualité politique relative à l’autonomie et à l’adaptabilité de l’université au monde du travail. Afin de répondre à cette problématique contemporaine, le Ministère de l’enseignement supérieur et de la recherche a proposé la création d’un nouveau site Web, le Portail étudiant, auquel s’opposent les observatoires de la vie étudiante (OVE). L’analyse de ce conflit d’ordre méthodologique soulève un questionnement plus large sur la prégnance de la dimension territoriale dans la construction des indicateurs statistiques réalisés par les OVE.
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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 | 0.015 | 0.043 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.009 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".