Jean Mesqui et Maxime Goepp, Le Crac des chevaliers. Histoire et architecture. Paris, Académie des Inscriptions et Belles-Lettres, 2018 (Collection Mémoires de l’Académie des Inscriptions et Belles-Lettres, 54). 462 pages, 890 illustrations.
Bibliographic record
Abstract
Le Crac (de l’arabe karak, signifiant forteresse ou place forte) des chevaliers est emblématique de la présence militaire franque au Levant. Cet immense château, le plus beau du monde pour Lawrence d’Arabie, mais un os en travers de la gorge des musulmans selon le chroniqueur arabe Ibn al-Athîr, a été longuement fouillé par les archéologues et savamment étudié par les médiévistes depuis un siècle. La fascination qu’il exerce encore aujourd’hui se reflète par la fréquence des parutions à son ...
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.022 | 0.009 |
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".