Bibliographic record
Abstract
4th EURASIA INTERNATIONAL FILM FESTIVAL ALMATY The Saga of Chingiz AitmatovWhen Chingiz Aitmatov went onstage in the spacious Palace of the Republic in Almaty (former Alma-Ata) at the closing gala of the Fourth Eurasia International Film Festival (23-29 September 2007) to receive an honorary award from the Kazakh government, he was greeted with a standing ovation. Indeed, the applause was well deserved. For the 78-year-old Kirghiz writer-diplomat is revered throughout Central Asia not only as a gifted storyteller, whose heart-rending novella Jamila (published in 1958) was praised by Louis Aragon as "the world's most beautiful love story," but also as the first Kirghiz Ambassador to Luxembourg and the European Union in Brussels. Moreover, during the high-water mark of the Khrushchev "thaw" (1956-65), when Chingiz Aitmatov was appointed head of the Kirghizfilm Studio in Frunze (today Bishkek), he fostered there a path-breaking "director's cinema" that helped to revolutionize Soviet...
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.238 | 0.063 |
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".