Luni tardoantica. Il quartiere presso Porta Marina: continuita e cambiamenti nel sistema insediativo
Bibliographic record
Abstract
The excavations carried out by the University of Pisa in the quarter of Porta Marina at Luni (2014-2019) brought to light significant evidence of the changing townscapes between the 4th and the 7th c. AD. The archaeological research focused on an insula overlooking the cardo maximus, occupied by two domus built in the 1st c. BC, the Southern one being replaced by a temple in the second half of the 1st cent AD.During the 5th century, a workshop, hypothetically connected with textile making, was constructed on the Northern domus, while, in the late 5th-6th century, a well – in line with a trend already documented in Luni – was built in the Southern domus area. In the Northern part of the trench we identified a 6th-7th century house with a fireplace, an open courtyard and a timber structure, probably used as a warehouse.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.033 | 0.005 |
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".