Châlucet (Haute-Vienne) : organisation de l’habitat castral et expressions du pouvoir
Bibliographic record
Abstract
The site of Châlucet (Saint-Jean-Ligoure, Haute-Vienne) occupies the crest and flanks of the point of a confluence. Over more than 500 meters in length, it presents the remains of two castral entities: the lower Châlucet, ancient castrum organized as a co-seigneury, has the form of an agglomeration of knights whose dwellings are concentrated in a half-hectare enclosure flanked by suburbs. Excavations conducted since 1998 have revealed several of these castral houses. The high Châlucet appears to have been an ensemble of the same type until 1270 when a new castle was implanted in its centre. Its constructer was a close counsellor to the kings of France, Géraud de Maulmont, and his fortified palace thus appears totally incoherent with the vernacular castral culture characterized by a strong degree of fragmentation of powers within the castra. Consequently, Châlucet juxtaposes two castral conceptions, one having preserved its vernacular dispositions, as they still functioned during the 13th to 15th centuries, the other introducing— during the last quarter of the 13th century— the notion of prestigious architecture.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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; 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".