Bibliographic record
Abstract
THE RUSSIAN CINEMA AT THE BEGINNING OF THE NEW MILLENNIUM IN 1998, this journal published my article "The New Russian Cinema and the New Russian Society" (1) which examined the counter-productive impasse reached during the early post-Communist period by the thriving Russian auteur and the nascent experimental cinema. The mainstream cinema lovers became increasingly insensitive to serious art-house films and sought to satisfy their hunger for entertainment from whatever imported genre films were allowed on the chaotic film scene in the early 1990s. Therefore this essay leaves out such significant, internationally acclaimed works of well established auteurs from the former Soviet Union such as A. Sokurov's Russian Ark (2002) and the third part of his dictators' trilogy about Japan's Emperor Hirohito (Sun, 2005); K. Muratova's Second Class Citizens (2001) and Chekhov's Motifs (2002); A. Rogozhkin's The Cuckoo (2002); V. Abdrashitov and A. Mindadze's Magnetic Storms (2003), as well as...
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".