"Hasta en las categorías más difíciles, si se tiene talento, se pueden hacer grandes cosas"
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
En una edicion del Festival de Cannes no se ha caracterizado por la innovacion y las nuevas ideas, Prision Visitor, la pelicula de Zig Toronto para Vim ha sido una de las principales sorpresas ha deparado el apartado de television del certamen, en opinion de Fernando Ocana, presidente de FCB Tapsa y jurado espanol enn esta medio. Con una pelicula sencilla, emotiva y llena de intriga, una marca de limpieza ha optado por primera vez el Grand Prix en Cannes, lo demuestra, en palabras de Ocana, que la creatividad no es exclusiva de ciertas marcas o determinados productos. El hecho de todavia queda camino por recorrer es, por tanto, uno de los mensajes depara la 51 edicion de este certamen, en el tambien ha quedado claro la publicidad tendra en los proximos anos redefinir su papel en la sociedad para adaptar sus mensajes a la sensibilidad de los ciudadanos
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 | 0.008 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it