German Identity in the Context of the European Union Enlargement Eastward: A Step Closer to Germanness?
Bibliographic record
Abstract
In its quest for an "ever closer Union," the EU is progressively building power in the sphere of politics, financing, security, and identity formation.This case study of German national identity explores the impact of intensified Europeanization on the (trans)formation and expression of notions such as national identity, consciousness, and the feeling of national belonging.For several decades, Germany has been hailed as an exemplary EU supporter with low levels of national attachment.However, an in-depth analysis of the German media narrative surrounding identity (trans)formation in the context of the EU eastern enlargement reveals surprising insights, which challenge Germany's Europeanness, while German citizens increasingly appear to perceive German national identity and pride as positive concepts.This development has coincided with the rise of Euroscepticism in the EU.This master thesis explores a tenuous connection between these two developments and the factors at play.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.015 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.000 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".