Bulgaria's Borisov will focus on survival, not reform
Bibliographic record
Abstract
Subject Politics after Bulgaria's local elections. Significance Prime Minister Boyko Borisov's centre-right Citizens for Bulgaria's European Development (GERB) now has mayors in 22 out of 28 regional centres, while the Socialist Party (BSP), its main opposition rival, ended up without any for the first time since 1990. However, only one-third of local councils nationwide will be controlled by GERB, forcing it to negotiate coalitions in the three biggest cities -- Sofia, Plovdiv and Varna. This mostly signifies the rising importance of non-party electoral blocs that are coalescing around prominent local businesses. Impacts Real GDP growth of 2.9% year-on-year in the third quarter, boosted by EU funds, will flatter GERB management of the economy. Pressure on the budget is likely to increase, Borisov repeatedly showing himself open to lobbying from interest groups, such as the police. Bulgaria will continue to follow Germany's lead in the EU, hoping for smooth delivery of EU funding in return. The tough line on migrants will continue; the public solidly backs a government that has largely dissuaded use of the Bulgarian route.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.035 | 0.008 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".