Bibliographic record
Abstract
Abstract Bandura art is a unique phenomenon of Ukrainian culture, inextricably linked with the history of the Ukrainian people. The study is dedicated to one of the most tragic periods in the history of bandura art, that of the 1920s–1940s, during which the Bolsheviks were creating, expanding and strengthening the Soviet Union. Art in a multinational state at this time was supposed to be national by form and socialist by content in accordance with the concept of Bolshevik cultural policy; it also had to serve Soviet propaganda. Bandura art has always been national by its content, and professional by its form, so conflict was inevitable. The Bolsheviks embodied their cultural policy through administrative and power methods: they created numerous bandurist ensembles and imposed a repertoire that glorified the Communist Party and the Soviet system. As a result, the development of bandura art stagnated significantly, although it did not die completely. At the same time, in the post-war years this policy provoked the emigration of many professional bandurists to the USA and Canada, thus promoting the active spread of bandura art in the Ukrainian Diaspora.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".