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
Abstract The study explores the engagement of Russophone Ukrainians with educational policies that increase the status of the Ukrainian language, the standardized tests of Ukrainian, and the subject tests that could be passed in Ukrainian. It argues that this centralized unitary language policy has received support from Russophones. It does so by analyzing the language choices of Russophone students when taking standardized tests in various subjects, as well as admission policies and discussions of relevant policies in local media and social media of the Russophone city of Kharkiv. It shows that following the introduction of standardized tests, the value of Ukrainian has increased across various actors: students have been choosing Ukrainian more, universities have valued Ukrainian in the admission process, and local citizens have defended the status of Ukrainian, relying on decolonial rhetoric. It shows that the decolonial framing of the Ukrainization policies resonated with Russophones enough for them to support them, and not to result in a backlash.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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