The Challenge of Reform in France, Italy and Spain
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
"It is hard to imagine many countries so similar and dissimilar - at times amici/nemici all at once - as France, Italy and Spain. In addition to physical proximity and characteristics, they share common \nlinguistic and cultural roots, have for the most part genuflected at the same altar, and assimilated, emulated and, at times, sought to avoid each another's customs, institutions and ways of life. Seldom \nsevered for long periods, the movement of ideas, people and goods between them has proceeded over the centuries through mutual consent, rivalry, imitation, alliance, dynastic or territorial aggrandizement and \nforce. The network of relations became more fixed, but no less complex to understand, with the Enlightenment, the French Revolution and their political and economic reverberations. A Neapolitan Bourbon monarch and Neapolitan advisers in the eighteenth century helped to make Spain a nation state, but it was Napoleon's brother who was truly the first king of Spain. Before becoming king of France in 1830, Louis Philippe sat as a peer in the Sicilian parliament. The Spaniards fought against the Napolepnic state being created in France and Italy but undertook to create a more centralized and more egalitarian constitutional arrangement of their own in 1812, in the process giving the world the term 'liberal' and setting a precedent for a military veto to constitutional and institutional reforms (the so called pronunciamientos) that was to afflict Spanish public life until the Franco regime."
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it