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
In the first decade after the breakup of the USSR, both local and Western experts believed that Russians and Russian speakers might endanger the social stability or even the territorial integrity of the newly independent states they had found themselves in.Even in countries such as Ukraine, where the Russians seemed to be culturally close to the titular population, most authors did not believe that this minority would put up with nationalizing policies allegedly pursued by the majority-dominated state.The Russians' resistance was considered inevitable in view of their distinct ethnocultural identity and a strong interest in preserving it.Two decades after those analyses, it is quite clear that this view was mistaken.Instead of successfully mobilizing in defence of their group interests, Ukraine's Russian-speakers have lost much of their distinct ethnocultural identity which should have driven such mobilization.In the face of the Russian aggression of 2014, most Russian-speakers, even in the seemingly pro-Russian east-southern regions, allied with their fellow citizens rather than their linguistic 'brethren' across the border.As the analysis below will demonstrate, their spectacular choice in favour of Ukraine was based on inconspicuous changes in their ethnonational identity over the previous years.Rather than forming into a community distinguished by its main language, they had gradually been transformed from Soviet people into Ukrainians -without drastic changes in their language practice.While most of them remained primarily Russian-speaking, this is not how they would define themselves.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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