Caprine management at Archaic and Classical period Argilos in northern Greece: the isotopic evidence from sequentially sampled tooth enamel
Bibliographic record
Abstract
Abstract This paper contributes new data on animal management practices from the Greek Archaic and Classical periods. Management strategies and season of birth of caprines from the city of Argilos (ca. 655 − 357 BC) are established through the analysis of stable carbon and oxygen isotope ratios of sequentially sampled tooth enamel. The results reveal a variety of management regimes being practiced by farmers at ancient Argilos, with no observable differences in diet and herding strategies between the Archaic and Classical periods. The samples that provide season of birth data, however, suggest a possible distinction between the two periods. Births are centred around autumn/early winter in the Archaic period and late winter/spring during the Classical period and could be the result of the prioritisation of different commodities by farmers.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.016 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".