Fédéralisme, asymétrie et interdépendance : aux origines de l’action internationale des composantes de l’État fédéral
Bibliographic record
Abstract
This article deals with a problem relatively neglected by studies devoted to the foreign relations of federated states, namely the reasons that impel the member Itates of some federations to develop foreign affairs policy independently of each other. Several types of factors are taken into consideration. It appears that the growing interdependence of industrialized countries leads to both an increase and a diversification of international contacts between public authorities, thus undermining he traditional monopoly held by external affairs departments. This phenomenon, however, does not arise to the same degree in all federations, suggesting that internal factors may equally play a major role. The composite character and above all the asymmetry of some federations have, clearly enough, centrifugal effects. But the influence of institutional variables must not be neglected: the combination of a particularly pronounced asymmetry together with weaknesses n the representation accorded at the national level to different regions making up the federation probably explain the activism shown by Belgium's linguistic communities and some Canadian provinces.
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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 | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| 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".