Bibliographic record
Abstract
After the First World War, the effects of financial crisis could be felt in all corners of the newly formed Weimar Republic. The newly interconnected world economy was barely understood and yet it was increasingly made visible in the films of the time. The complexities of this system were reflected on screen to both the everyday spectator as well as a new class of financial workers who looked to popular depictions of speculation and crisis to make sense of their own place on the shifting ground of modern life. Finance and the World Economy in Weimar Cinema turns to the many underexamined depictions of finance capital that appear in the films of 1920s Germany. The representation of finance capital in these films is essential to our understanding of the culture of the Weimar Republic - particularly in the relation between finance and ideas of gender, nation and modernity. As visual records, these films reveal the stock exchange as a key space of modernity and coincide with the abstraction of finance as a vast labour of representation in its own right. In so doing, they introduce core visual tropes that have become essential to our understanding of finance and capitalism throughout the twentieth century.
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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 | 0.000 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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".