Un prohombre del porvenir agroindustrial aguilarense: Manuel Aragón Calvo de León (1879-1924). Aproximación a su semblanza
Bibliographic record
Abstract
El presente trabajo se ocupa de la aproximación biográfica de unos de los hacendados más importantes de la Campiña Sur cordobesa durante el primer tercio del siglo XX: Manuel Aragón Calvo de León (1879-1924). En su persona se aglutinaron una serie de factores que propiciarían un nuevo modelo de labrador, pues sus iniciativas propiciaron una evolución empresarial dentro del sector agropecuario, mostró un acercamiento hacia los incipientes compromisos sindicalistas del momento, asistió a cuantas causas religiosas y benéfico-asistenciales quedaron a su alcance, mientras que, en materia artística, fue partidario del estilo regionalista o «estilo sevillano» con la construcción de su casa-palacio en una de las calles principales de su localidad natal.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".