Evaluación Smart. Utilidad de la evaluación de la calidad de los servicios
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
Este artículo, elaborado sobre la base de la evaluación de una exitosa experiencia de colaboración interadministrativa, la Ventanilla Única para el Comercio Exterior de Canarias (VEXCAN), sostiene la utilidad de las denominadas evaluaciones smart. Se trata de evaluaciones de la calidad de los servicios realizadas en tiempo oportuno (just in time), enfocadas a la mejora continua en todo el proceso (planificación, implementación, evaluación y mejora) y que posibilitan la identificación de buenas prácticas y su emulación, aspectos éstos especialmente relevantes en un gobierno multinivel como el del Estado español. Asimismo, estas evaluaciones facilitan el aprendizaje como introductorias para abordar evaluaciones más complejas.
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 | 0.009 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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