Guillaume Debrulle, Charlie Chaplin. Les Lumières de la ville ; Laurent Jullier, Jean-Marc Leveratto, Analyse d’une œuvre : les Lumières de la ville (City Lights) Charlie Chaplin, 1931
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
L’inscription de City Lights de Chaplin au programme du baccalauréat de Cinéma-audiovisuel suscite deux ouvrages à destination des lycéens ou de leurs enseignants. On ne peut que s’en réjouir, comme de voir ce film, un film de Charlie Chaplin, inscrit à une épreuve qui existe depuis 1989 et l’avait jusqu’ici ignoré. Le remaniement de ce qui est statutairement le « premier grade universitaire » maintiendra-t-il cette épreuve l’an prochain ? Il serait paradoxal que la seule initiation au cinéma...
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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