D-1 Research on the Urban and Suburban Topography of Aquileia
Bibliographic record
Abstract
the diachronic development of the western part and the suburbium of the ancient town. The results of the first field campaigns in 2011 allow new conclusions regarding the urban development. Below the circus, constructed towards the end of the 3rd century, a suburban workshop quarter adjacent to a river or a canal could be recognised. In the south it was possible to identify a structure which is similar to the warehouses of the river harbour in the east of the city at the Natisone. Thus, in the Roman Imperial period, there must have been at least two harbour ports at Aquileia, namely at the Canale Anfora in the west and at the Natisone in the east. Therefore, with the abandonment of the workshop quarter and of the harbour at Canale Anfora in the late 3rd century A.D., and with the new construction of the city wall which enclosed the circus, the entire area underwent a transformation in function from suburban to urban area.
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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 | 0.000 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.012 | 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".