Bibliographic record
Abstract
FESTIVAL DES 3 CONTINENTS NANTES 2005 The 27th Festival of 3 Continents in Nantes (22-29 November 2005), a pioneer in France for exploring unknown film industries around the world has been hard pressed in recent years to find virgin territories as the world has come to resemble a global village. With the success of the Afghan program last year, Libya was on the agenda for 2005 but to negotiate with Colonel Muammar al-Qaddafi did not prove to be such an easy matter. Ivory Coast was the replacement, a tiny film industry that nonetheless gave us perhaps the most erotic film to come out of Africa, Désiré Ecaré's 1985 classic, Visages de femmes (Faces of Women). From Turkey, Melein Düüü (Angel's Fall), perhaps Turkey's first incest story told in a minimalist, reflective mode was part of the competition that included eight films from Asia, two from Latin America (Play by Alicia...
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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 | 0.006 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.091 | 0.011 |
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".