Ruchhöft, Fred, Vom slawischen Stammesgebiet zur deutschen Vogtei. Die Entwicklung der Territorien in Ostholstein, Lauenburg, Mecklenburg und Vorpommern im Mittelalter
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
L’étude de F.R. est consacrée au développement territorial dans ce qui correspond grosso modo à l’actuelle Allemagne de l’Est entre l’arrivée des premiers Slaves et la fin du Moyen Âge. L’auteur utilise principalement les sources archéologiques pour les périodes plus anciennes, alors qu’il s’appuie sur les documents écrits pour les derniers siècles du Moyen Âge. Pour les périodes carolingienne et ottonienne, les datations des forteresses et des sites, beaucoup plus précises aujourd’hui qu’el...
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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 it