Bibliographic record
Abstract
41st KARLOVY VARY INTERNATIONAL FILM FESTIVAL "This year we have reason to celebrate two anniversaries," reflected Eva Zaoralová, artistic director of the 41st Karlovy Vary International Film Festival (20 June-8 July 2006). "It was exactly 110 years ago, on 15 July 1896, that this famous spa town first set eyes on the Lumière brothers' invention and, fifty years later, the first postwar summer of 1946 saw the launch of the Karlovy Vary International Film Festival (KVIFF), back then also held in the neighbouring town of Mariánské Lázně (aka Marienbad)." Indeed, had not Karlovy Vary been forced by FIAPF (International Federation of Film Producers Associations) rules to alternate with Moscow for the A-Competition summer festival slot during the socialist era, then Eva Zaoralová and KVIFF president Jiří Bartoška might well be celebrating the spa festival's 60th anniversary. And that would make Karlovy Vary-Mariánské Lázně one year older than Cannes! Karlovy...
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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 | 0.004 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.309 | 0.092 |
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".