Bibliographic record
Abstract
Challenging today’s ascendant digital aesthetic, this essay retraces one powerful line of French theory which treats film as an art which “discovers” significance rather than “constructs” meaning. Champions of today’s technology find that the digital at last permits complete control over image construction and therefore over “cinema effects.” Opposed to this aesthetic which targets the audience, the French aesthetic stemming from Roger Leenhardt and André Bazin concerns itself with the world the filmmaker engages. An interplay of presence and absence, as well as of human agency in the non-human environment, characterizes the French aesthetic at each phase of the filmic process: recording, composing and projecting. This article focuses on the central phase, composing, and on the terminological shift from “image” to “shot” picked up after Bazin by the Nouvelle Vague and passed forward to our own day through Serge Daney. In short, there is a Cahiers du cinéma line of thought, applied to questions of editing, which emphasizes the filtering implied in shots and the ellipses implied in their order. Conventional editors, on the other hand, manipulate or juxtapose images (using processes known as “compositing” today). The Cahiers line of thought developed in symbiosis with neo-realism and with a spate of post-war essay films of the “caméra-stylo” sort (Resnais, Franju) wherein editing works to cut away and filter out the inessential so that a mysterious or abstract subject can be felt as beginning to appear. Rivette, Rohmer and Godard have passed this line of thought on to a later generation represented by Philippe Garrel and a still later one for which Arnaud Desplechin stands as a good example.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.009 |
| Scholarly communication | 0.016 | 0.009 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.026 | 0.004 |
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".