Bibliographic record
Abstract
ST. PETERSBURG FESTIVAL OF FESTIVALS For much too long, the St. Petersburg Festival of Festivals has lingered in the shadows of the all-mighty Moscow International Film Festival. This year, however, everything has changed for the better. Since 2003 marks the 300th anniversary of the founding of St. Petersburg by Peter the Great, the year has been one long celebration of events and festivals on the Neva. According to some reports, the 11th St. Petersburg Festival of Festivals (23-29 June) under director Alexander Mamontov received as much government funding as did the Moscow International Film Festival (21-30 June) under president Nikita Mikhalkov. Still, it's hard to figure out just why, in this year of national celebration, the calendar dates of the two film festivals should unfortunately overlap each other. But this is Russia. The same arm-wrestling for calendar position forced the Sochi International and Open Russian Film Festivals (1-14 June)...
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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".