Bibliographic record
Abstract
KARLOVY VARY INTERNATIONAL FILM FESTIVAL 2004 For the Czech media the 39th Karlovy Vary International Film Festival (2-10 July 2004) was something of a sensation. Václav Havel, the country's ex-president and most popular political figure, was on hand for the official opening to receive a moving standing ovation. Later, Václav Klaus, the current Czech president, also showed for the closing ceremonies. To add to the festivities, Miroslav Ondříček, Miloš Forman's ace cameraman (Oscar Nominations for Amadeus and Ragtime) was honoured with an Award for Outstanding Artistic Contribution to World Cinema (together with Harvey Keitel and Roman Polański). The Prize of the Karlovy Vary Region was given for the first time to Jiří Bartoška, the festival codirector. And the Ecumenical Jury honoured Eva Zaoralová, the festival's artistic director, an Award for Outstanding Contribution to the Karlovy Vary International Film Festival. For the second time in a row, the Crystal Globe,...
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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 | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.217 | 0.050 |
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".