How Balkan Am I? Translation and Cultural Intimacy Through an Albanian-Greek Lens
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Historiographers, anthropologists and cultural studies experts have shown that discussions of identity in or about the Balkans have been traditionally linked to a sense of ‘deficiency.’ Given the history of conflict, the drive towards greater European integration and the effects of the current economic crisis in the region, there is an urgency to deconstruct such ideologies. This article shows how Herzfeld’s (2002; 2005) approach to Balkan marginality may be productively extended to cover cultural and translation critique. Thus his concept of cultural intimacy is applied to stories of migration. Two Greek works are examined: Gazmend Kapllani’s semi-autobiographic novel A Short Border Diary (2006), translated into English by Marie Stanton-Ife, and Filippos Tsitos’ film Plato’s Academy (2009), subtitled into English. Both works have set a precedent in terms of audience reception and as documents of a historical cycle, the migration of thousands of Albanians to Greece after the collapse of communism. Translation and subtitling into English respectively show that the written and the audiovisual medium present different opportunities for conveying Balkan otherness.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it