Casagrande, Massimo: Gli impiantianti di adduzione idrica romani in Byzacena e in Zeugitana, Studi di Storia Antica e di Archeologia 4, Nuove Grafiche Puddu, Ortacesus, 2008, 351 p.
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
La obra de Massimo Casagrande es altamente interesante por dos motivos. Por un lado, llena un vacío en los trabajos relativos al norte de África romano y, por otro lado, se integra en una corriente mundial de máxima actualidad: la visión holística y diacrónica de la hidráulica antigua. Esta tendencia en la investigación está siendo protagonizada de modo incuestionable a escala internacional por la profesora Ella Hermon (Université de Laval) y su «Chaire de recherche du Canada en interactions société - environnement natural dans l¿Empire romain». En España es obligatorio mencionar el Seminario Agustín de Horozco (Universidad de Cádiz) y su proyecto «Captación, usos y administración del agua en los municipios de la Bética romana».
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.006 |
| 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