Bibliographic record
Abstract
KARLOVY VARY INTERNATIONAL FILM FESTIVAL 2005 "Life Begins at Forty!" ran the trailer for this year's 40th Karlovy Vary International Film Festival (1-9 July 2005). But, as some asked, was this really the 40th anniversary? Since the festival was officially founded in the summer of 1946 - thus making it older than Cannes, founded in September of 1946 - then KVIFF should rightly be 59 years old, in contrast to the 58th anniversary celebrated by Cannes last May. There are two bumps in the road, however. First of all, the Czech event was programmed in the neighbouring spa of Marienbad for its first three years, not in Karlovy Vary at all. Secondly, beginning in 1958 and lasting until 1994, Karlovy Vary was forced by a FIAPF (International Federation of Film Producers Associations) recommendation to alternate annually with Moscow. This festival carousel went on until 1994, when both Karlovy Vary...
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.252 | 0.062 |
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".