<i>‘We are All Servants’: The Diversity of Service in Premodern Europe (1000–1700)</i>, ed. Isabelle Cochelin and Diane Wolfthal
Bibliographic record
Abstract
Journal Article 'We Are All Servants': The Diversity of Service in Premodern Europe (1000–1700), ed. Isabelle Cochelin and Diane Wolfthal Get access 'We are All Servants': The Diversity of Service in Premodern Europe (1000–1700), ed. Isabelle Cochelin and Diane Wolfthal (Toronto, ON: Centre for Renaissance and Reformation Studies, 2022; pp. 632. €42.95). Corinna Peres Corinna Peres University of Vienna, Austria corinna.peres@univie.ac.at Search for other works by this author on: Oxford Academic Google Scholar The English Historical Review, cead157, https://doi.org/10.1093/ehr/cead157 Published: 11 October 2023
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".