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 Kosovo celebrated ten years of fraught independence in February. While there were some good reasons to celebrate, Kosovo still hovers between a failed and a functioning state. Its main economic indicators are extremely bad with no signs of improving. Unemployment, particularly among its youth, is feeding an ongoing brain drain. The legacy of the United Nations Mission (UNMIK) and now the European Union Mission (EULEX) is mixed, but neither was successful in creating the conditions for Kosovo to function as a normal state. Agreements between Belgrade and Prishtina to provide more rights to the Serb communities especially in the north have undermined Kosovo’s sovereignty. Now, the buzz in Prishtina speaks of a territorial swap between Serbia and Kosovo that would pave the way for mutual recognition. The domestic elite have proven more interested in short term survival and profit than in making historic progress. A stale consensus prevails that maybe this is the best that can be hoped for.
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 | 0.001 | 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 | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.007 |
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