I reperti vitrei della villa di Aiano (San Gimignano, SI)
Bibliographic record
Abstract
Archaeological research on the site of Aiano, led by the Université Catholique de Louvain (UCLouvain) since 2005, uncovered the remains of a luxurious roman Villa datable between the end of the 3rd/beginning of the 4th century AD and the second half of the 6th/first half of the 7th century AD. The study of the glass finds from the 2005-2017 excavations allowed us to catalogue 1730 fragments. These are mostly tableware – beakers, goblets, bowls, flasks, bottles and jugs – dating back to the Late Antique/Early Middle Ages time. In order to contextualise them within the stratigraphic sequence of the site, we have proceeded to a more in-depth analysis on a selection of them. This has enabled us to highlight a few residual types; their presence may be linked to the collection of glass waste that, from the second quarter of the 6th century onwards, was re-melted and recycled using two little kilns.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.046 | 0.013 |
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".