Bibliographic record
Abstract
47th KARLOVY VARY FILM FESTIVAL Over 200 films, including 34 shorts and 56 documentaries, with 23 world premieres and more than 120,000 tickets sold. Karlovy Vary International Film Festival celebrated its 47th year with triumph this summer despite budget cuts that have also been menacing many other film festivals. The Grand Jury, headed by Richard Peña, programme director of New York Film Festival, and including Montreal's well-known actor François Papineau, judged a dozen films over eight days (June 29 - July 7, 2012). In the Official Competition, Pele akher (The Last Step) by Ali Mosaffa from Iran, focused on a somewhat confused young wife-widow played by Leila Hatami, well-known for her role as an irritable housewife in Asghar Farhadi's Oscar winner, A Separation. The Last Step however lacked the well-written script of A Separation and also suffered from Hatami's being cast in a similar role as in her earlier...
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.249 | 0.045 |
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".