3D INDOOR ARCHAEOLOGIAL SURVEY OF THE ANCIENT WALL-SYSTEM OF THE ROMAN RUINS: VILLA OF THE QUINTILI UNDERNEATH VILLA MONDRAGONE
Bibliographic record
Abstract
The first unit of Villa Mondragone was built in the last quarter of the sixteenth century and was partially founded on the ruins of an ancient Roman Villa, attributed to the consuls Quintili, dating back to the first century A.D. The wall-system of this factory didn’t coincide with the existing structures because it was preferred to rotate it, in order to define an axiality with the rests of another wide basis villae, situated downstream. Repeated archeological excavations made at Villa Mondragone during last centuries brought to light many old walls that, however, have never been completely revealed for a global analysis. The laser scanning survey recently started on indoor archeological ruins emerged in the recent past, confirm the hypothesis by Felice Grossi Gondi at the beginning of the twentieth century, related to the choices about the ancient planning; furthermore, they allow to upgrade the existing planimetries, giving more information for a clearer knowledge of the monument.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".