Emanuele Greco, Maria Chiara Monaco, Acque tiranniche: regimentazione, adduzione e sfruttamento delle acque ad Atene in eta arcaica
Bibliographic record
Abstract
After a brief geological and geomorphological presentation of the plain of Athens, the aim of the article is to offer a synthesis \nof the most relevant hydraulic works in the city from the Geometric to the end of the archaic age. The solonian law about use \nand consumption of water from the wells is briefly examined. Then we proceed to the archaeological data: the digging of wells, \nas a more ancient and widespread practice; the subsequent creation, probably at the end of the 6th century BC, of the first \nimposing aqueduct referring to Pisistratus or his sons; the still debated issue related to the Enneakrounos. Finally, we examine \nthe important transformations, dated between the end of the sixth century BC and the second quarter of the following century, \nwhich radically changed the landscape of the Agora area, which has now become public space: the filling of the Eridano’s valley, \nthe channeling of the same river and the construction of the Great Drain.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".