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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".