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
Books reviewed: La première Normandie (Xe–XIe siècles). By Pierre Bauduin. Caen: Presses universitaires de Caen. 2004. 462 pp. EUR 30.00. ISBN 2 84133 145 8. Das monastische Experiment: die Rolle der Keuschheit bei der Entstehung des westlichen Klosterwesens. By Albrecht Diem. Vita Regularis 24. Münster: LIT Verlag. 2005. x + 465 pp. EUR 39.90. ISBN 3 8258 8556 9. Viking Rus: Studies on the Presence of Scandinavians in Eastern Europe. By Władysław Duczko. Leiden and Boston: Brill. 2004. xii + 290 pp. + 78 ill. (including maps). $184.00. ISBN 90 04 13874 9. Charlemagne's Mustache and Other Cultural Clusters of a Dark Age. By Paul Edward Dutton. The New Middle Ages. New York and Basingstoke: Palgrave MacMillan. 2005. xvi + 279 pp. + 34 b/w ill. £40. ISBN 1 4039 6223 5. Politics and History in the Tenth Century. The Work and World of Richer of Reims. By Jason Glenn. Cambridge Studies in Medieval Life and Thought, 4th series 60. Cambridge: Cambridge University Press. 2004. xviii + 330 pp. + 10 plates. £50. ISBN 0 521 83487 2. The Annals of Flodoard of Reims 919–966. Edited and translated by Steven Fanning and Bernard S. Bachrach. Readings in Medieval Civilizations and Cultures 9. Peterborough, Ontario: Broadview Press. [2004]. xxxvi + 120 pp. £8.99. ISBN 1 55111 650 2. Liber Eliensis: The History of the Isle of Ely from the Seventh Century to the Twelfth. Translated by Janet Fairweather. Woodbridge: The Boydell Press. 2005. xliv + 575 pp. £30. ISBN 1 84383 015 9. La géographie du pouvoir dans l’Espagne Visigothique. By Céline Martin. La collection Temps, Espace et Société«Histoire et Civilisations». Lille: Press Universitaires du Septentrion. 2003. 408 pp. EUR 23.50. ISBN 2 85939 815 5. King Harold II and the Bayeux Tapestry. Edited by Gale R. Owen‐Crocker. Woodbridge: Boydell Press. 2005. xii + 202 pp. £45 (hardback). ISBN 1 84383 124 4. Die Inszenierung religiöser Konfrontationen. Theorie und Praxis der Missionspredigt im frühen Mittelalter. By Lutz E. von Padberg. Monographien zur Geschichte des Mittelalters 51. Stuttgart: Anton Hiersemann. 2003. xii + 528 pp. EUR 184. ISBN 3 7772 0324 6. Power and Conversion. A Comparative Study of Christianization in Scandinavia. By Alexandra Sanmark. Uppsala: Occasional Papers in Archaeology, Department of Archaeology and Ancient History, Uppsala University. 2004. 322 pp. ISBN 91 506 1739 7. Barbarians, Marauders and Infidels: The Ways of Medieval Warfare. By Antonio Santosuosso. Boulder, Colorado, and Cumnor Hill, Oxford: Westview. 2004. xiv + 344 pp. ISBN 0 8133 9153. Herrschaft und Repräsentation: Studien zur Hofkultur König Alfreds des Groβen. By Anton Scharer. Mitteilungen des Instituts für Österreichische Geschichtsforschung, Ergänzungsband 36. Vienna and Munich: R. Oldenbourg Verlag. 2000. 151 pp. DM 66 paperback. ISBN 3 7029 0445 X. Ancient Germanic Warriors: Warrior Styles from Trajan's Column to Icelandic Sagas. By Michael P. Speidel. London and New York: Routledge. 2004. xiv + 313 pp. ISBN 0 415 31199 3. Charlemagne: Empire and Society. Edited by J. Story. Manchester: Manchester University Press. 2005. xx + 330 pp. £16.99 (paperback). ISBN 0 7190 7089 9. The Evolution of Norman Identity, 911–1154. By Nick Webber. Woodbridge: The Boydell Press. 2005. xi + 195 pp. £45. ISBN 1 84383 119 8.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.006 |
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