Ірена Книш – громадський діяч, журналіст, публіцист, письменник(Irena Knysh – public activist, journalist, publicist, writer)
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
Описано життєвий шлях і громадську та творчу діяльність канадської письменниці українського походження Ірени Книш. Зокрема, показані пріоритети її журналістської та публіцистичної діяльності. Коротко відтворено зміст та проаналізовано всі одинадцять книжок, які написала та видала своїм коштом Ірена Книш. Особливу увагу приділено книжкам «Патріотизм Анни Йонкер», «Іван Франко та рівноправність жінки», «Три ровесниці». (The life path and the social and creative activities of the Canadian writer of Ukrainian origin, Irena Knysh, are described. In particular, the priorities of her journalistic and publishing activities are shown. The content of all eleven books that Irena Knysh wrote and published at her own expense is briefly reproduced and analyzed. Particular attention is paid to the books «Anna Yonkers Patriotism», «Ivan Franko and the Equality of Women», «Three Ladies of the Same Age».)
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.009 | 0.009 |
| Scholarly communication | 0.017 | 0.018 |
| Open science | 0.008 | 0.004 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it