Bibliographic record
Abstract
KARLOVY VARY INTERNATIONAL FILM FESTIVAL 2008 A Festival for Independents One glance at the line-ups of the top A-category competition film festivals, and you can rate and measure – even criticize – them for their respective portfolios carried proudly on their backs. Cannes is honoured as an authentic "auteur festival," respected each May for discovering new directorial talent while furthering the careers of past auteur directors even when they are evidently over the hill. Venice, praised as a "director's haven," scores among veteran festivaliers as a laid-back September rendezvous for cult directors at the end of summer, a must for cineastes. Berlin likes to promote its "Hollywood image," using its February dates to book as many box-office hits of the previous Christmas season as slots will allow, knowing full well that LA producers easily benefit from a Berlinale festival launch before their films hit the lucrative German screens....
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".