Un intermédiaire monétaire créateur de proximités territoriales : la structuration d’un réseau d’entreprises autour de la monnaie locale eusko au Pays Basque
Bibliographic record
Abstract
L’article examine le rôle joué par une monnaie locale dans la construction de proximités organisées entre entreprises d’un même territoire. En définissant la monnaie locale comme un opérateur d’intermédiation, l’article s’attache à préciser les rôles joués par ce dispositif auprès des acteurs économiques qui s’y enrôlent. L’étude de données quantitatives et qualitatives issues du cas de l’eusko au Pays Basque montrent que la monnaie remplit plusieurs fonctions d’intermédiation qui génèrent de la proximité en activant des logiques d’appartenance et de similitude parmi les acteurs économiques engagés. L’analyse des usages de la monnaie locale par les entrepreneurs révèle en outre la centralité d’une dimension morale dans la construction de ces formes de proximité.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".