De l’abandon des mesures agraires romaines à l’établissement de modules géométriques médiévaux
Classification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".
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
Le système romain de mesures agraires a rapidement cessé d’être utilisé à la suite de la chute de l’Empire d’Occident. Selon une opinion répandue, il aurait alors été remplacé par des mesures locales adaptées au travail du sol. En revoyant les attestations d’unités de mesure linéaires et superficielles recueillies pour le nord de l’Italie du viiie au xie siècle et plus tard à Rome, le présent article avance plutôt l’hypothèse que ces données révèlent l’influence du système en usage à Byzance, seule puissance souveraine disposant, durant le haut Moyen Âge, d’une autorité incontestable en la matière. Il tend à démontrer que les unités linéaires de l’Italie padane en étaient issues, tandis que l’unité de superficie employée à Rome était une mesure purement byzantine.
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.
How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| 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