Bibliographic record
Abstract
31st MONTREAL WORLD FILM FESTIVAL Nic Balthazar's Ben X (Belgium-Netherlands) was the clear winner at the 31st Montreal World Film Festival (23 August to 3 September 2007). Besides sharing the Grand Prize of the Americas with Claude Miller's Un secret (France), it received the Ecumenical Prize and was voted the Audience Award. Not bad for a critic-turned-director making his debut feature. The story of a mildly autistic lad who is constantly put upon by a couple bullies at a technical school, the youth retreats into his own world and finds some refuge in video games on his computer. Before writing and directing this screen version of his own bestselling novel, penned to increase literacy among Belgian youths, Nic Balthazar had also developed Ben X into a successful play. Another audience favourite was awarded the runner-up Special Jury Grand Prize. In Ayelet Menahemi's Noodle (Israel) a six-year-old Chinese boy gets...
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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 | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.645 | 0.320 |
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".