Bibliographic record
Abstract
In France, the adoption of the euro was partly motivated by the desire for equality with Germany, but asymmetry has increased in terms of economic prowess and international status, leading to a sense of déclassement. This paper identifies links between France’s status reduction, a consequent feeling of humiliation, and the foreign policy positions associated with that collective emotion. Evidence of France’s déclassement includes macroeconomic trends, semi-structured interviews with a sample of elites, the secondary literature, and the domestic political disputes that have emerged as a result of this reduction of national status. The paper also systematically compares France to Italy, as in many ways it is similar to that country, but with one key difference: the political forces which have been loudest about Italy’s humiliation vis-à-vis Germany obtained power and governed from May 2018 to August 2019. Their orientations and positions provide a peek into the kinds of international political decisions associated with both déclassement and humiliation, and provide further evidence on the links between status reduction, group-level emotion, and inter-group behaviour.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".