Bibliographic record
Abstract
Stanley Cavell opens The World Viewed with an autobiographical note about a recent transformation in his own movie-watching habits. Over the course of the 1960s, he has noticed a loss of interest in attending and attending to newly released movies. It is not too strong to say that The World Viewed functions as an account of Cavell’s personal transformation as a movie-goer, from a passionate and engaged regular attendee into someone who has lost a deep sense of urgency for contemporary Hollywood film. This moment of autobiography functions, as such autobiographical moments do generally in Cavell’s work, as a philosophical datum, a fact of contemporary experience that calls for reflection and explanation. Cavell’s loss of interest in contemporary movie-watching calls our attention to a general transformation in the relations between Hollywood movies and their audiences that occurred over the course of the 1960s but continues to have implications more than forty years later for contemporary movies and their audiences.
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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 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.055 |
| Scholarly communication | 0.014 | 0.018 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.011 | 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".