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
espanolLas guerras modernas han evolucionado, ya no se conquistan territorios…, se lucha por los mercados. En este contexto y, tras el fin de la guerra fria, muchos de los procedimientos y personal de los servicios de inteligencia militares fueron reorientados a los nuevos desafios de la guerra economica. Paises como EE.UU., Francia, Canada, e incluso Rusia, han ido incorporando sus Fuerzas Armadas a estas nuevas disciplinas de la Inteligencia Economica (IE). Pero …,?que esta sucediendo en Espana? EnglishModern wars have evolved, since they are not conquered territories…, but fighting for markets. In this context, and following the end of the cold War, many of procedures and personnel of the military intelligence services are being reorienting the new challenge of the economic War. Countries as USA, France, Canada, even Russia, have been incorporating their Armed Forces to these new Economic Intelligence fields. But…, what is happening in Spain?.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.016 |
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