Bibliographic record
Abstract
MOSCOW INTERNATIONAL FILM FESTIVAL 2002 Some highly plausible reasons were given by the organizers of the 24th Moscow International Film Festival (21-30 June 2002) for scaling down the budget to approximately half of last year's 3 million rubles (circa $1 million as fluctuating exchange rates go). According to one insider, the budget remained the same as before, but some outstanding debts from previous years had not yet been paid off. Also, since a blowout festival is planned for the 25th anniversary in 2003, the 24th outing was stylized as a modest showcase of better things to come. Nikita Mikhalkov, MIFF's president, opened and closed the festival in Gorky Park, on the very spot where he has regularly expressed hopes to erect a festival headquarters of appropriate representative proportions in the near future. Hollywood VIPs -- Bob Rafelson, Harvey Keitel, Holly Hunter, among others -- were invited to breakfast with...
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.439 | 0.328 |
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".