Bibliographic record
Abstract
This study investigates possible evidence of seasonal movement of animals – transhumance – in the Greek archaeological record. By engaging with the so-called Agropastoral Debate in Thessaly this analysis argues that regionalism and rising urbanization forced a marked reliance on wool-based economy. The increased demand for wool created herd sizes larger than what local subsistence agriculture could support. Shepherds were required to move with their herds and utilize either short- or long-distance transhumance within Thessaly. This multidisciplinary approach examines transhumant domestication through ethnographic, ethnohistoric and literary sources integrated with palaeobotanical, material, cultural, and zooarchaeological evidence at Classical-Hellenistic sites in the regions of Thessalian Phthiotis (Pharsalos) and Achaia Phthiotis (New Halos, and Kastro Kallithea) in southeast Thessaly. Preliminary data supports mobile pastoralism in antiquity and argues for transhumant domestication in Thessaly by at least the Hellenistic period. This study is part of a larger research project interested in animal management practices and domesticated sheep and goat herd movements in ancient Thessaly.
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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 | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".