“Wounded” in revolution: the postwar intelligentsia and their self-distinction in Czechoslovak cinema (1956–1968)
Bibliographic record
Abstract
This article analyzes the social representations of the critical socialist intelligentsia in five major Czechoslovak films made by Communist filmmakers between 1956 and 1968. These politically transgressive films provide valuable insights into how the reform-minded Communist intelligentsia viewed real socialism and their place in it. The films often portrayed intellectual protagonists stuck and emotionally struggling between careerist Party elites and an insensitive working class in the new socialist reality. Through content and reception analysis of several of the most influential films of the period, the article demonstrates how the critical intelligentsia distinguished themselves not only from Party elites but also from members of the working class in the post-1956 predicament caused by Nikita Khrushchev’s denunciation of Stalin and, by extension, the ruling logic of Communist parties in Eastern Bloc countries.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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".