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
Montségur est sans aucun doute le plus emblématique des châteaux « cathares ». On dénombre, depuis le XIXe siècle, des dizaines de théories sulfureuses attachées à son nom. Toute approche scientifique se heurte à l’épaisse stratigraphie de la légende et il est encore difficile, pour un public parfois hésitant face à cette abondante littérature, de démêler le vrai du faux. L’archéologie offre cependant une lecture renouvelée du site. Les investigations conduites depuis la fin des années 1960 ont permis de mieux comprendre la forteresse et d’attirer l’attention sur d’autres vestiges, notamment ceux du castrum de la première moitié du XIIIe siècle et ceux des combats de 1243-1244. En s’appuyant sur les données récentes issues de la recherche, ces quelques pages proposent une lecture archéologique de Montségur et de son mythe.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.005 |
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