Luni tardoantica. Il quartiere presso Porta Marina: continuita e cambiamenti nel sistema insediativo
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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