The Personality of Children's Dramaturgy by Galimjan Gyilmanov
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
the main aim of the study is to systematize materials on the creative work of Galimyan Gilmanov, the Tatar writer of the second half of the twentieth century. Until now, the attention of literary scholars has been riveted to the "adult" prose of the writer (such novels as "Evil Spirits," "Flying People"). G. Gilmanov managed to declare himself as a children's poet, prose writer, and a playwright. The novelty of the work is to study the contribution of the writer to the development of modern children's drama. The work proved that G. Gilmanov works in traditional technology. In his plays, a linear plot is used. Moral issues dominate the content. The central conflict in his plays is the struggle between good and evil, the clash of individualism and collectivism. The character system is dominated by the contrast between positive and negative characters. A favorite technique for organizing text is the antithesis. The playwright actively uses the "speaking name" technique to characterize the characters.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it