Аналітичні публікації ПетраВолиняка: ідеологічний аспект(на матеріалі „Нових Днів”за 1950–1951 роки)
Bibliographic record
Abstract
The article analyses the analytical publications of the editor of the monthly ”Novi Dni” (Toronto) Petro Volyak during the years 1950–1951, with a particular focus on the ideological aspect. It analyses the actual social and political issues of the articles, reviews and a commentary related to the events in the Soviet Union and Canada. It demonstrates how Petro Volyak comprehended literary and artistic problems in relation to the ideological aspect. It is concluded that the publicist used research methods such as analysis, synthesis, comparison, and generalization. It was found that the ideological aspect in Petro Volyak’s analytical publications was realized with the help of the analysis of social facts and phenomena, press review, historical tours, elements of journalism investigation and forecasting. A signifi cant role of personal experience of the author is emphasized.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".