Social mobility, economic growth and inequality in the late medieval Crown of Aragon (Aragón, Catalonia, Valencia and Mallorca, 13th-15th centuries)
Bibliographic record
Abstract
This paper examines social and economic mobility in the Crown of Aragon in the long term. It is divided into three main sections. The first deals with the processes of social mobility linked to both the colonisation of territories taken from the Muslims in the 12th and 13th centuries and the impact of the Black Death and other calamities in the second half of the 14th century. The second section addres¬ses both the shorter-range migrations, especially from the countryside to the city, and the dynamics of social mobility in rural world and urban society. Although related to the latter, we wanted to highlight, as a separate section, the case of the converts from Judaism, as an original and important phenomenon both quantitatively and qualitatively, and for both its success and failure, in the Crown of Aragon and the other Iberian states. Finally, the third section is devoted to some questions of approach and methodology, in particular political (from the lists of families who held public offices in certain cities) and economic (from tax records or wealth registers) ones.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".