Le Collège de France (Paris)
Bibliographic record
Abstract
Le secteur Seine-Yonne occupe, pour la connaissance des sociétés néolithiques, une situation particulière, zone de contact entre les courants méridional et nord-oriental, il est aussi le domaine exclusif du silex de la craie. S’appuyant sur le concept de « système technique », l’auteur a cherché à reconnaître les niveaux de compétence des tailleurs, l’éventuelle existence de spécialistes, la division spatiale de la chaîne opératoire, les modes d’acquisition et de diffusion des matériaux, pour aborder le problème de l’organisation socio-économique de la production d’outillage Sa réflexion s’appuie sur l’examen de douze séries de référence : plus de 100 000 artefacts en silex ont fait l’objet d’une analyse multivariée recourant notamment à la cladistique, jamais encore appliquée à ce domaine. Ce travail, par des références constantes à des problématiques anthropologiques et historiques, constitue une contribution importante à l’étude de la néolithisation en Europe.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.305 | 0.112 |
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".