Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract If speed is a cornerstone of contemporary life, then one of the most difficult hurdles to overcome in the fight against agism is the fact that senescence entails a slowing down of the human body and mind. The question this essay asks is whether this form of life can afford epistemological and moral benefits within a productivist culture of speed that stigmatizes slowness and inactivity. In order to pursue an answer to this question, the essay turns to what critics have begun to call “slow cinema” and examines two films about people suffering from senescence-related slowness: Yasujirō Ozu's Tokyo Story (1953) and Lee Chang-dong's Poetry (2010). The essay treats the slowness that can accompany age as an experiential form and places it on the same plane of formalist inquiry as slow cinema, an aesthetic form characterized by a decelerated pace, long takes, minimalist editing, and an emphasis on the temporality of quotidian life. The essay establishes its methodological approach by bringing Caroline Levine's formalism into conversation with Maurice Merleau-Ponty's phenomenology and André Bazin's writings on cinematic realism. Ultimately, the essay contends that Ozu's and Lee's films associate the value of slowing down our thinking and expanding our attention spans with the perceptual potentialities of age-related slowness within a culture of speed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it