Bibliographic record
Abstract
MONTREAL WORLD FILM FESTIVAL 2004 The 28th Montreal World Film Festival (26 August to 6 September 2004) is the story of the right film being at the right festival at the right time. Eran Riklis's Hacala Hasurit (The Syrian Bride, Israel-France-Germany) was awarded the four top prizes: Grand Prize of the Americas, FIPRESCI (International Critics) Prize, Ecumenical Prize, and the Air Canada People's Choice Prize. Never mind that the same film had also been voted the Prix du publique at the Locarno festival in August, for the FIAPF rules governing the eligibility of competition films in major festival are currently undergoing drastic change - due in great part, one might add, to last year's decision by Montreal director Serge Losique to drop his festival membership. And one can only cheer the good fortune of a modest film with quality production credits directed by an Israeli based in London, whose...
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.733 | 0.388 |
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".