Bibliographic record
Abstract
Ivan Mykolaichuk’s 1979 film, Babylon XX, represents a critical yet understudied moment in Ukrainian cinema. Written and directed during a time when Soviet authorities had suppressed Ukrainian poetic cinema, the film reflects the constraints imposed by late Soviet cultural policy. While scholars have debated its placement within the tradition of poetic cinema, this article argues that Babylon XX constitutes a distinct evolution of the movement while masterfully retaining the camerawork and cinematic imagery that were hallmarks of directors such as Iurii Illienko and Serhii Paradzhanov. Chief among the elements that link Babylon XX to poetic cinema are Mykolaichuk’s use of Ukrainian visual culture, folk dancing, and a medieval form of theatre known as vertep. Drawing on archival sources and employing Michel Foucault’s concept of heterotopia, this article demonstrates how Mykolaichuk strategically navigates Soviet censorship by presenting the film’s village setting as a cinematic counter-site. Ultimately, the film rejects the depiction of collectivization as a historical inevitability and instead foregrounds cyclical time while affirming national identity through ritual and folk tradition
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 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".