Ermanno Finzi, Invisibili ma indispensabili. Cronistorie tardomedievali e moderne di famiglie ebraiche in alcuni borghi gonzagheschi tra Mantova, Ferrara e Reggio Emilia
Bibliographic record
Abstract
Ermanno Finzi n’en est pas à son coup d’essai. Cet ouvrage s’inscrit en effet dans la continuité d’une série de livres – cinq l’ont précédé, avec un rythme soutenu de parution entre 2013 et 2020 – consacrés à l’histoire des nombreuses petites communautés juives établies dans une aire géographique qui englobe grosso modo l’est de la Lombardie et le nord de l’Émilie. La méthode de l’auteur se veut simple et efficace. En s’appuyant sur ces deux fils conducteurs que sont les familles et leurs tr...
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".