Strutture castrensi, ricerca sul campo, rilievi cartografici. La stagione del Neomedievalismo nell’Appennino faentino
Bibliographic record
Abstract
The paper highlights the period of Neomedievalism in the Apennine of Faenza (Province of Ravenna, Northern Italy), between the last quarter of the 19th century and the early 20th century. On the basis of a cultural reconsideration of the Middle Ages, the castles of the area were not only studied on the basis of sources and bibliography as before, but also visited on the field and frequently mapped. The contribution discusses the maps of three castles (Mt. Mauro and Rontana, in the municipality of Brisighella, and Mt. Battaglia, in the municipality of Casola Valsenio), analyzing their degree of cartographical accuracy and the background of the respective map-makers. In the case of the castle of Rontana, the paper compares also the maps with the factual plan of the medieval structures, as visible today after the extensive archaeological excavations undertaken here, in the last decade ca., by the archaeologists of the University of Bologna.
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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 | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".