Bibliographic record
Abstract
Page de couvertureOzu Yasujirô, Ohayô (Bonjour/Good Morning) © 1959/2013 Shochiku.Chapitre I – Logique médiatique de la destructionFig. 1 : Ozu Yasujirô, Otona no miro ehon – Umarete wa mita keredo (Gosses de Tokyo/I Was Born, But…) © 1932 Shochiku.Fig. 2 : Ozu Yasujirô, Tôkyô no yado (Une auberge à Tokyo/An Inn in Tokyo) © 1935 Shochiku.Fig. 3 : Ozu Yasujirô, Ochazuke no aji (Le goût du riz an thé vert/The Flavour of Green Tea Over Rice) © 1952 Shochiku.Chapitre II – Unité familiale et médi...
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.798 | 0.534 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".