Production et consommation de céramiques à Potamia (Chypre) de l'époque franque à l'époque ottomane
Bibliographic record
Abstract
In the context of the project "Potamia-Hagios Sozomenos, the constitution of the countryside in the médiéval East" the pottery collected during the course of the récent survey hâve, in spite of its fragmentary condition, provided fresh information at the site level, but also for the island as a whole, in the Frankish and Ottoman periods. Study of the pottery is informative both for the manufacture of local and régional Cypriot pottery and for the dissémination of pottery originating in the Western and Eastern Mediterranean basins. The fragmentary condition of the material is offset by its large volume and the récurrent character of the différent catégories of pottery, identified by types and chronological periods. This article proposes a new considération of Cypriot ceramic typol- ogy in the light of previous research and récent discoveries.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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".