L'apparition des meules rotatives en Languedoc oriental (IVe s. avant J.-C.) d'après l'étude du site de Lattes
Bibliographic record
Abstract
Petrographic analysis was applied to 4th century BC millstones from the Protohistoric lagoonal harbour of Lattes (southern France, near Montpellier), in order to locate their origin. The most important quarrying centre was located in the lower valley of Hérault river, near the basaltic outcrops of Saint-Thibéry/Bessan. There are no archaeological field traces about this hypothetic worksite, only known through its products. According to present data, it furnished the oldest rotary millstones excavated in eastern Languedoc and Provence (first quarter of 4th century BC). From several facts, one may suppose that its production takes roots in the Iberic local technical culture. Nevertheless, it was probably early integrated into the big commercial activity of the Greek colony of Agde. Comparatively, during this period, the famous quarries of « Embonne/Cap d'Agde » seem to be commercially relegated to the background.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".