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
El curs 2004-2005 la UOC ha fet deu anys: ha estat una dècada d'innovació, eficàcia i qualitat docent durant la qual s'ha guanyat el respecte i el prestigi internacionals. També ha estat el curs de l'aprovació del marc general de recerca de la UOC, de la continuació de l'ambiciós estudi sobre la societat de la informació, el Projecte Internet Catalunya, i de la posada en marxa de l'@teneu universitari (la possibilitat de posar a l'abast de més persones l'accés a la Universitat). Les enquestes d'avaluació sobre el nivell de satisfacció dels estudiants mantenen uns valors de 4 punts sobre 5. Pel que fa als graduats, el 88% dels enquestats afirma que ha millorat el seu criteri i capacitat crítica, i el 82% declara que ha millorat professionalment.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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