Bibliographic record
Abstract
THE 56th LOCARNO INTERNATIONAL FILM FESTIVAL'Scompetition section (6-16 August, 2003) offered nineteen films mostly representing Europe except for two from Latin America, one from the US and five films from Asia representing five different countries. The overriding theme of the festival seemed to be human rights. Solitude across generations was the most explored subject. Masahiro Kobayashi's Onna Riha Tsushi No Koi (The Hairdresser) was in some ways an extension of Japanese films of passion and obsession in the tradition of Oshima among others. The interesting part was that the woman who was abducted by her secret admirer gave in so easily, which magnified the sad solitude of her routine life with her obsessive gambler husband. The fact that the camera deliberately avoided to accentuate the passion, which was already overflowing was another plus to this film that impressed the audience with its composition, framing and tempo but...
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.488 | 0.194 |
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".