LA COMUNICACION PERIODISTICA Y LA RELACION DE ASIMETRIA EN EL PROCESO DE INTEGRACION DEL MERCOSUR
Bibliographic record
Abstract
The article considers the impact of territorial size of a nation in its socioeconomic and political fate through the analysis of news communication. This issue is studied in relation with the Mercosur regional treaty: what is the upshot of the remarkable asymmetry between the partners of this geopolitical union? The journalistic discourse that involves different socio-political actors of the region is analysed to understand the actual meaning of this agreement. How plausible is the concept of Mercosur in print news communication? The hypothesis is that there are two opposed rhetorical tendencies in the media discourse on the treatise: one construes and orients the process towards a symmetrical ideal between the partners; the other underlines the asymmetry of the territorial power, and thus favours the conflict and the eventual collapse of the regional block. The article aims at understanding the reference of the complex notion of Mercosur, through the study of the media discourse that some of its main actors produce.
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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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.006 | 0.016 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".