Le devenir des uillae aristocratiques aquitaines de la n du IVe au vie siecle a travers l’exemple de Seviac (montreal-du-Gers, Gers)
Bibliographic record
Abstract
L'exemple de la uilla de Séviac, descobert per l'excavació completa de la seva part residencial, il·lustra, en divorci amb els testimonis de Sidoni Apol·linari, els avatars socioculturals de la fi de l'Antiguitat a Aquitània. Aquest establiment mostra una darrera prosperitat fins a mitjan segle V i, amb la ràpida decadència de l'elit tradicional i la desaparició de l'autoritat imperial, la caiguda, segurament completada a la fi del segle VI, d'un marc de vida fortament marcat per la influència cristiana.
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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 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
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".