Le point de vue du Sud face aux mouvements sociaux et à l'intégration des Amériques1
Bibliographic record
Abstract
Dans un contexte de mondialisation économique et financière, l'auteur analyse le rôle de l'État face aux perspectives stratégiques qui prennent place dans le cadre du processus d'intégration des pays de l'Amérique latine et des Caraïbes. Il étudie les divers blocs économiques de la région ainsi que les influences des États, des organismes internationaux, des entreprises transnationales, des mouvements sociaux et des parlements sur les politiques adoptées par les blocs et entre les pays des blocs. L'auteur conclut que pour contrebalancer les effets contradictoires du nouveau régionalisme économique et de la mondialisation, il est nécessaire d'intensifier la participation des mouvements sociaux, de la société civile et des pouvoirs législatifs afin de renforcer le pluralisme et la démocratie dans la région.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".