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
Villanueva de la Canada constituye un extraordinario ejemplo internacional de la metamorfosis social, urbanistica y arquitectonica que puede experimentar una ciudad bajo la accion innovadora de la Universidad. Este libro recoge la sobresaliente trayectoria de esta poblacion madrilena en los ultimos 25 anos. Durante este tiempo, se produjeron dos hechos que habrian de marcar su realidad actual y su destino como “Ciudad del Saber”: la eleccion en 1980 de un modelo urbanistico etico y de alto compromiso medioambiental, y la implantacion de dos Universidades (Universidad Alfonso X el Sabio,1989 y Universidad Camilo Jose Cela, 2000), cuya presencia ha impregnado a Villanueva de la Canada de una marcada personalidad cultural.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 it