Bibliographic record
Abstract
The four films Jean Vigo made between 1930 and 1934 bridged transitions from silent to sound formats and from avant-garde experiments to what he called a social cinema grounded in a documented point of view. This article studies traces of this social cinema in Vigo's 1930 documentary A propos de Nice (Regarding Nice) and his 1934 feature L'Atalante (1934). Links to Parisian surrealism and to leftwing anarchism marked these films as inspiration for postwar filmmakers and critics including André Bazin, François Truffaut, Alain Resnais, and Chris Marker. The government censorship imposed on his Zéro de conduite (Zero for Conduct, 1933) was a test case for similar suppression of postwar films by Resnais, Marker, and René Vautier. Ongoing myths surrounding Vigo and his work persist in the forms of a film prize and research institute, both of which bear his name.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".