FRYDE, Natalie, MONNET, Pierre, OEXLE, Otto Gerhard, ZYGNER, Leszek, Die Deutung der mittelalterlichen Gesellschaft in der Moderne. L'imaginaire et les conceptions modernes de la société médiévale
Bibliographic record
Abstract
L’histoire, comme chacun le sait, s’écrit au présent. La façon d’interpréter une période, la sélection des thèmes de recherche évoluent et sont largement dépendants d’un lieu et d’une époque donnés. S’interroger sur l’imaginaire moderne de la société médiévale, c’est s’interroger à la fois sur les traits fondamentaux de la société médiévale et sur le regard moderne constitutif de ces mêmes traits. Ce regard rétrospectif sur l’histoire médiévale s’apparente souvent à un regard introspectif. L...
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.005 | 0.009 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.021 | 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".