Bibliographic record
Abstract
Dans cet article les auteurs rendent compte des tous premiers résultats d’une vaste enquête qu’ils mènent à l’heure actuelle sur la transmission des P.M.E. familiales dans chacun des cinq départements qui constituent l’Aquitaine : - Si la transmission semble bien être considérée par l'immense majorité des dirigeants- propriétaires de P.M.E. familiales comme un acte de gestion, celui-ci ne revêt pas pour l’instant la dimension prévisionnelle qu'il suppose. En effet, l'existence d’un plantransmission reste encore l’exception et non la règle même s’il peut paraître abusif de faire une généralité des résultats obtenus. - Dans la plupart des situations rencontrées, on constate une incompatibilité entre le système de valeurs des dirigeants propriétaires et les potentialités de l’entreprise : dans 67% des cas, en effet, la transmission ne pourra être assurée dans le cadre familial.
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.
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 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 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".