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.
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 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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".