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
La implementacion del Tratado de Libre Comercio de America del Norte (TLCAN) en 1994 es resultado de una correlacion de factores politicos y economicos que se fraguaron en Mexico desde la decada de los anos 80, y que constituyeron parte de una herencia neoliberal. El costo que tuvo para el pais abrir las telecomunicaciones a particulares nacionales y extranjeros -sector que hasta aquel momento era exclusivo del Estado-, produjo una paulatina privatizacion que a lo largo de los anos genero fenomenos como la concentracion industrial, falta de pluralidad en contenidos, y en algunos casos, una severa crisis que amenazo la existencia de la propia industria mediatica. El presente libro documenta, analiza e interpreta, la situacion actual de la industria cultural y las telecomunicaciones a casi 20 anos de la firma del TLCAN. Se destaca la relacion entre convergencia digital e industria cinematografica, televisiva y de telecomunicaciones. Se establece un panorama de las relaciones dispares entre las industrias culturales de Mexico, Estados Unidos y Canada.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.007 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it