Do shape and size matter? The distribution of<i>Amphore Crétoise</i>4 containers, 1st–3rd c. CE
Why this work is in the frame
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Bibliographic record
Abstract
Abstract This paper examines the distinctive distribution patterns of Amphore Crétoise (AC) 4 amphoras within Roman trade networks through critical assessment of the morphological attributes of this amphora type compared to AC1–3 jars and through consideration of the mechanisms that underlie these patterns. This builds on a growing number of studies that have focused on the design attributes of amphoras as important factors tied to their economic role. It also demonstrates the importance of engaging in more nuanced and detailed investigations that question assumptions about amphora distribution within the Roman world. The AC4 is the primary, and often only, Cretan type found at sites in Rome's northwestern provinces and along the Danube frontier. A narrower profile and smaller capacity appear to have made this amphora type more attractive than other Cretan forms for transport along river and overland routes.
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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 | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it