Bibliographic record
Abstract
This paper addresses four successful feature films that tell state security police stories from four different Central European countries and that have a number of aesthetic commonalities: Das Leben der Anderen/The Lives of Others (set in the German Democratic Republic [GDR], Dir. von Donnersmarck 2006); A Vizsga/The Exam (set in Hungary, Dir. Bergendy 2011); Różyczka/Little Rose (set in Poland, Dir. Kidawa-Błonski 2010); and Ve Stinu/In the Shadow (set in Czechoslovakia, Dir. Ondříček 2012). An analysis of these recent films about state socialism shows that the national stories depicted in them travel transnationally by imagining the past through the generic formula of the spy thriller and the cinematic style of film noir. Further, these stylish films that draw attention to socialist surveillance in specific national contexts speak both to a regional preoccupation with questions of lustration and postsocialist justice and to a global preoccupation with international climates of surveillance.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".