Bibliographic record
Abstract
POLISH CINEMATIC DYSTOPIAS: METAPHORS OF LIFE UNDER COMMUNISM – AND BEYOND In this essay I intend to identify and discuss the main features of dystopias, as represented in Polish cinema during the communist period. I will limit my analysis to the five most distinguished Polish science fiction films, produced in the relatively short time span between the late 1970s and mid-1980s: four by Piotr Szulkin: Golem (1979), Wojna światów - następne stulecie (War of the Worlds - Next Century, 1981), O-bi, o-ba. Koniec cywilizacji (O-bi, O-ba. The End of Civilization, 1985) Ga, ga, chwała bohaterom (Ga, Ga. Glory of the Heroes, 1986) and one by Juliusz Machulski: Seksmisja (Sex Mission, 1983). It is widely accepted that these films criticised communist rule; the image of life in a distant future or on a far off planet served as a useful metaphor of life in communist Poland (Jankun 1984; Zarębski 1984;...
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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 | 0.001 | 0.000 |
| 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".