Bibliographic record
Abstract
THE FESTIVAL DES 3 CONTINENTS celebrated its 25th anniversary from 25 November to 2 December 2003 in the Atlantic city of Nantes in Western France with a wide choice of films from the continents of Asia, Africa and Latin America. From Argentine, Los Guantes Magicos (The Magic Gloves) by Martin Rejtman and Ana y Los Otros by Celina Murga and from Cuba Siete Dias, Siete Noches (Seven Days, Seven Nights) by Joel Cano represented Latin America where film production is not very vibrant for the moment. On the other hand, the Asian continent was in the forefront with a wide selection that included films even from Malaysia, Pakistan or Kazakhstan, countries that are not household names at film festivals. Kazakh filmmaker Nariman Turabayev's first feature, Malen'kie ljudi (Ordinary People) followed the day to day existence of two young man from Almaty, the Russian Max and the Kazakh Beck, both of...
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.455 | 0.203 |
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".