SCHUMANN, Dirk, Bayerns Unternehmer in Gesellschaft und Staat, 1834-1914: Fallstudien zu Herkunft und Familie, politischer Partizipation und staatlichen Auszeichnungen
Bibliographic record
Abstract
Dans la lignée d'Hartmut Kaelble et de sa thèse sur le patronat berlinois, l'École de Bielefeld s'est beaucoup intéressée à une histoire sociale du patronat dont cet ouvrage se veut une contribution utile. L'originalité ne vient pas de la méthode, classique, mais du contexte souvent négligé de l'Empire et la localisation en Bavière des villes étudiées, région réputée peu industrielle. A côté des analyses attendues sur les origines, l'importance du fait confessionnel, des particularités sont b...
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.009 |
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".