El papel decisivo de la banda ancha en el Espacio Iberoamericano del Conocimiento
Bibliographic record
Abstract
La consolidación de un Espacio Iberoamericano del Conocimiento robusto y equilibrado en acceso depende a corto y medio plazo del establecimiento de una red de banda ancha creciente, que evolucione hacia la consideración de servicio universal. Si en España y Portugal ese objetivo se está cumpliendo no sin dificultades y a un ritmo en la línea del resto de países de la Unión Europea, en el caso americano la progresión es menor. El rol de las redes de telecomunicación es fundamental por diversos motivos: el liderato de Internet como nuevo medio de comunicación social cuyas implicaciones son infinitas, la interconexión sin cuellos de botella entre los diversos países del espacio iberoamericano y la consolidación de un verdadero panespacio virtual que facilite a los ciudadanos iberoamericanos la pléyade de servicios que se desprenden de la Sociedad de la Información y el Conocimiento.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.022 | 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 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".