Revolutionizing the ‘national means of expression’: The influence of Soviet film culture in pre-Civil War Spain
Bibliographic record
Abstract
Abstract This article examines the influence of the USSR on the film culture of 1930s Spain. It focuses on the years before the Civil War, researching the role that Cominternaligned initiatives had on Spanish non theatrical educational and political filmmaking, as well as institutional developments associated with these movements. It analyses the complex dynamics of representation fostered by film as a tool for cultural and social progress, in a country that was desperately seeking new models of political organization and modernization. In particular, I explore how cultural exchanges with the USSR were mediated through film journals, film-clubs, festivals and congresses, fostering nationalist and internationalist imaginaries in which the interests of very different social actors paradoxically converged. Ultimately, the article explores how the introduction of Soviet aesthetics in Spain by a group of intellectuals since the late 1920s paved the way for the radicalization of the Spanish cultural landscape during the Civil War.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".