Evaluación de la gestión y uso de la información de la Guía Digital del Patrimonio Cultural de Andalucía
Bibliographic record
Abstract
Desde su creación en 1989, uno de los objetivos fundamentales del Instituto Andaluz del Patrimonio Histórico ha sido poner la información del patrimonio cultural generada por las administraciones públicas al servicio de la ciudadanía. La difusión de esta información a través de la Guía Digital del Patrimonio Cultural de Andalucía ayuda a conocer y, por lo tanto, valorar el patrimonio cultural con carácter general pero también permite, a partir de los datos que ofrece, apoyar investigaciones que generan nuevo conocimiento. Como resultado de un análisis bibliográfico y de otros parámetros de uso de la información, se ofrece en este trabajo una aproximación a su valoración por parte de distintos colectivos profesionales y de la ciudadanía en general.
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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 | 0.008 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.008 | 0.014 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".