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
Belarus’s president, Aliaksandr Lukashenka, has been in power for 27 years. This introductory essay provides an overview of his time in power and particularly the manipulation of elections and control of the process, including election results. Also discussed are the reasons for the longevity of the only president of Belarus to date: a relatively stable economy, close links with Russia, a “social contract” with the population, and lack of unity within the opposition. The article traces the unravelling of the regime as a result of failure to respond to Covid, a divide within the ruling elite, and mass popular support for the campaign of the unexpected presidential candidate Sviatlana Tsikhanouskaia. The regime, however, has remained in place largely through mass repressions and the backing of Russia, while the West has cut off relations and applied political and economic sanctions. Though the country appears to be at an impasse, public perceptions have changed, and Lukashenka’s future as leader appears limited.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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