Bibliographic record
Abstract
AbstractThe paper analyses the role of the body and sexuality in perestroika chernukha cinema—a. bleak and dark film trend that became synonymous with the message of hopelessness of the post-Soviet cinema. Chernukha's ‘indulgence’ in sexuality, bodily excesses and violence was often described in terms of cheap sensationalism and naturalist thematics. The chernukha message, however, could be seen as more complex by looking at the junction of history, body and trauma in the films. The article adopts the notion of affective body derived from Gilles Deleuze's philosophy of affect, and investigates the dynamics of trauma and melancholy in chernukha. The hypothesis is that the sensationalist and unrestricted discourse of sexuality and the body found in many perestroika films in fact reproduces traumatic anxieties and the inability to move beyond historical inscriptions of the Soviet era. As such, chernukha cinema emerges not only as a traumatic representation, contained within a given film, but also it becomes ...
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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 | 0.006 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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".