Bibliographic record
Abstract
THE FRATERNITY OF METAPHORS: JEAN-LUC GODARD'S FILM SOCIALISME The moment an artist takes notice of what other people want, and tries to supply the demand, he ceases to be an artist, and becomes a dull or amusing craftsman, an honest or dishonest tradesman.Oscar Wilde, The Soul of Man Under Socialism(1) JEAN LUC GODARD'S career in filmmaking began in the early 1950s when, as a young journalist (and lapsed anthropologist), he dabbled in some amateur and short documentary projects. His great breakthrough came with À bout de souffle (Breathless, 1960), and since then he has been directly involved in the production of over eighty films, many of which are major works of cinema. While there might seem to be discrete periods, or points of departure, in Godard's career (the heady days of the Nouvelle Vague, the Groupe Dziga Vertov phase, the mid-life 'autobiographical' turn, or, according...
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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 | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.012 | 0.068 |
| Scholarly communication | 0.012 | 0.013 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".