Agilité organisationnelle dans les réseaux de franchise
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Cette recherche commanditée par la Fédération Française de la Franchise a pour ambition de caractériser les pratiques d'agilité organisationnelle développées par les réseaux de franchise pour faire face aux changements de leurs environnements. L'étude s'intéresse également aux adaptations du business model réalisées en réponse aux changements de l'environnement.Durée du contrat : 18 moisMembres de l'équipe :Magali MALHERBE, NIMEC, Université de Caen Normandie, coordinatriceAnne-Laure LE NADANT, LiRIS, Université Rennes 2, coordinatriceAlexandra Burlaud, DRM M-Lab, Université Paris Dauphine PSLFrédéric Perdreaux, COACTIS, Université de Saint-EtienneMamadou Sanoussy SOW, METIS, EM Normandie
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it