Bibliographic record
Abstract
Montfort Castle, located in the western Galilee, was the principal fortress of the Teutonic Order, one of the three great military orders of the Crusader period. It was built in the early thirteenth century and occupied and dismantled by the Mamluk army in 1271. It is among the finest examples of Crusader spur castles. This present volume includes discussions by 23 scholars, experts in their fields, in 28 chapters covering every aspect of past and recent scholarship on the history of the Teutonic Order and the castle, travellers’ descriptions, the architecture, the geographical setting, the material culture of the garrison, and detailed descriptions of the 1926 archaeological expedition to Montfort and the ongoing work of the Montfort Castle Project. Winner of the 2017 Verbruggen prize, awarded annually by the De Re Militari society for the best book on medieval military history. The awarding committee stated that the volume offers ‘a through exploration of all the sources, archaeological and literary, relating to an important site. A model for future work.’
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.
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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 teacher head, 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".