GEBUHR, Ralf, Jarina und Liubusua. Kulturhistorische Studie zur Archäologie frühgeschichtlicher Burgen im Elbe-Elster-Raum. Ergebnisse und Materialien zum DFG-Projekt « Germanen – Slawen – Deutsche »
Bibliographic record
Abstract
Le livre de R.G., qui est actuellement en poste à l’Institut d’Histoire de la Technologie de la Technische Universität de Cottbus, est la version remaniée d’un mémoire de maîtrise terminé en 1997 et augmenté d’un chapitre portant sur le cas particulier de la forteresse de Liubusua. Le mémoire a mérité le prestigieux prix Humboldt pour la relève scientifique. En outre, la publication s’insère dans le projet « Germanen – Slawen – Deutsche » consacré aux forteresses des Slaves en Basse-Lusace. R...
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.008 |
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; both teacher heads agree on what is shown here.
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".