Antecedentes, desarrollo e impronta toponímica del proyecto de estación del Mármol (Hinojosa del Duque, Córdoba, sur de España)
Bibliographic record
Abstract
This article draws on archival sources, newspaper archives, cartography and bibliography from various fields to present the background and development of “estación del Mármol” project in the significant agricultural and livestock municipality of Hinojosa del Duque, located in the north of the province of Córdoba (southern Spain), where coal and lead exploitation had shaped a railway network that barely met its needs.To address this situation, in 1904-1908Hinojosa headed a formal proposal to construct a new railway line that did not attract the interest of railway companies. Since then, the municipality demanded the construction of a new station on the Almorchón-Belmez line, known as “estación del Mármol”. However, the project failed due to a lack of financial support during the periods of MZA (Madrid-Zaragoza-Alicante Railway Company) and later RENFE (Spanish National Railway Network).Paradoxically, confusion arising during the Spanish Civil War allowed the toponyms of "estación del Mármol" to persist in numerous publications and maps.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".