Dress as a Reflection of Social Identity and Differentiation in the Soviet Cinema in the 1950s-1980s
Bibliographic record
Abstract
The paper is based on the visual and sociological interpretation of the specific element of the Soviet everyday life within the period from 1950s till 1980s. From the very beginning, clothing styles and images were used by Communist authorities to impose some important ideological trends on society. There was collectivism, modesty, simplicity, unselfishness, obedience, respect for authority, and hard work in addition to a variety of features of Soviet morality, as well as even more controversial Soviet ideas. Popular culture in the Soviet Union, especially cinema and television, contained both entertainment and propaganda in different proportions. The presented analysis of stories from the selected Soviet movies concerns the specific perspective of the social identity creation, lifestyle construction and imitation strategies of the common Soviet citizens. Social differentiation within clothing styles as symbols of status is shown rather frequently in the movies, especially in the earlier period, as a way to delineate social and moral borders between working class, on the one side, and intelligentsia, on the other.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 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".