Bibliographic record
Abstract
The Ostal of Ychairie at Puy-1'Evêque. At the gateway to the fourteenth century, a large number of nobles, who were subject to the authority of the Bishop of Cahors, lived in the fortified city of Puy-l'Evêque (department of Lot) . Guiral-Ychier del Pech, a knight of minor lineage whose family is attested since the eleventh century, is thought to have built, on the fringes of noble quarter and the « bourg », an important noble mansion to which he gave his name : l'Ostal de l'Ychayrie. The construction of the dwelling over a cellar and the wide windows, hierarchically arranged and decorated with family portraits, are among the exterior signs of the building's aristocratic character. Another major element of that architectural rhetoric is the great staircase that seems to express the change in relations that is brought about, through the ostal, between the two levels of the fortified city. Usually externalised, in the conventional plan of the palatial great hall or castle court, it is here internalised and inscribed in a monumental arcade. Such an interiorisation seems to prefigure a conception that does not really catch hold until the fifteenth century, namely the lodgings accompanied by a spiral staircase enclosed in a tower.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.047 | 0.004 |
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".