Scratching the Surface: A Preliminary Report on the 2004 and 2005 Seasons from the Urban Survey Project at Kastro Kallithea (“Peuma”), Thessaly. Part I: Introduction and Architecture
Bibliographic record
Abstract
Une campagne de prospection menée par 1’équipe gréco-canadienne sur le site de Kastro Kallithea a révélé plusieurs périodes d’occupation. L’Âge du Fer est représenté, au pied de la collide, par quatre tombes à tholos que nous avons déjà étudiées. L’acropole a probablement été construite à 1’époque classique, alors que les fortifications et le centre urbain, composé de maisons et de rues à plan orthogonal, datent de la fin du IV c siécle. Le site semble avoir été abandonné à 1’époque hellénistique. Kastro Kallithea nous permet donc de mieux comprendre l’organisation de l’espace urbain dans la région aux époques classique et hellénistique.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".