Le quartier épiscopal de Byllis (Albanie). Les campagnes de fouilles 2011-2012
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
Dserte la fin du VI e -dbut du VII e sicle devant la pression continue des incursions avaro-slaves, la ville de Byllis, fonde l'poque hellnistique au sommet d'une colline calcaire dominant la rive droite de la Vjosa (Aos), constitue un observatoire privilgi des bouleversements que connat le tissu urbain aux V e -VI e sicles apr. J.-C. Sige piscopal indpendant depuis le milieu du V e sicle, c'tait au VI e sicle l'une des villes les plus importantes de la province d'Epirus Nova. Ces deux sicles sont marqus par d'importants travaux de fortification au milieu du VI e sicle par l'architecte de Justinien Viktrinos, rduisant de deux tiers l'espace intra-muros (11 ha) et provoquant une modification notable du rseau viaire, et la construction de thermes, d'ateliers et de maisons, ainsi que de cinq basiliques, dont une cathdrale sur le flanc de laquelle se concentrent les btiments ncessaires la vie de l'vch, qui finit par administrer cette petite cit montagnarde (fig.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.040 | 0.007 |
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