Provincializing Roman Dacia: The Canadian–Romanian Apulum Roman Villa Project, 2018–2019
Bibliographic record
Abstract
The Apulum Roman Villa Project (ARVP) examines the “provincialization” and “de-provincialization” of Roman Dacia through the archaeological micro-history of a villa site at Oarda-Bulza, just outside one of the provincial capitals at Apulum. As one of the first villas in Dacia to be excavated scientifically and from multidisciplinary perspectives, the site promises to shed new light on the interplays among forms of production, cultural consumption, community formation, and incorporation into a host of new imperial networks (economic, military, and social). Aerial, geophysical, and pedestrian surveys undertaken in 2018 allowed identification of four major buildings within an enclosure: an elite residential structure; a productive zone that also seems to have housed its own community; and two storage buildings. Additionally, traces of Early and Late Iron Age occupation have been identified on site. The surveys also point to the ongoing potential of the site for future excavations.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".