The Late Roman amphoras of Thrace: the perspective from the Molyvoti Peninsula
Bibliographic record
Abstract
The Molyvoti, Thrace, Archaeological Project is a diachronic study of the geography and human activity of the Molyvoti Peninsula and surrounding area, near modern Komotini. This thesis’ objective is to place the Late Roman (c. 4th to 7th centuries A.D.) activity in and around the Molyvoti peninsula in its historical and economic context by quantifying the 2014 and 2015 surface survey amphora assemblages, understood through theoretical frameworks from economic history. The densest cluster of Late Roman amphora sherds, found on the headland, may suggest port activity with a late 5th to early 6th century date. The late 5th century deposits at Dichin offer the best comparanda, suggesting possible military activity. Another scatter matches assemblages identified with the annona militaris, with a similar date range. Elsewhere, two distinct amphora scatters suggest peaks of activity in the 2nd to early 4th century A.D. and in the late 5th to early 6th century.
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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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".