Bibliographic record
Abstract
espanolFernandez Sardino (1781-1827) fue una figura comprometida del periodismo espanol que cubrio casi un cuarto de siglo (1808-1825) siempre en defensa de la Constitucion de 1812 y de la Monarquia Constitucional. La actitud del rey Fernando VII, que por sus numerosas traiciones paso de monarca deseado a felon, llevo a Sardino, decepcionado por la monarquia, a apelar a un hombre providencial que salvara a Espana, dejando asi traslucir el «alma republicana» que llevaba dentro. EnglishFernandez Sardino (1781-1827) was a committed figure of Spanish journalism spanning almost a quarter of a century (1808-1825) who constantly defended the 1812 Constitution and Constitutional Monarchy. However, Fernando VII’s position and countless betrayals changed Sardino’s opinion of the king, from revered monarch to villain. His disillusion with the monarchy incited him to solicit a providential man who could save Spain, thus revealing the « republican spirit » he held in his heart.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.003 |
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".