Projet ANR/DFG Territorium 2009-2012. Espace et politique : perception et pratiques dans les royaumes francs et post-carolingiens du IXe au XIe siècle / Universités Paris-Est Marne la Vallée / Eberhard-Karl Tübingen, Geneviève Bührer-Thierry / Steffen Patzold
Bibliographic record
Abstract
« Territorium » est un projet qui rassemble des médiévistes français et allemands autour de la thématique de la construction, mais surtout de la pratique et de la conception des territoires politiques entre le IXe et le XIe siècles, dans les régions issues de l’empire carolingien. Les médiévistes français et allemands ont en effet une conception différente des relations entre territoire et pouvoir politique durant le haut Moyen Âge et et le Moyen Âge central. Généralement, la recherche franç...
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.030 | 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 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".