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
Les tensions accumulées dans les relations russo-géorgiennes ont abouti au déclenchement d’une guerre en août 2008, qui réduit les possibilités de Tbilissi de rétablir l’intégrité territoriale du pays. Les causes principales de la confrontation se situent en dehors du cadre strictement bilatéral, reposant plutôt sur le fait que la Transcaucasie est devenue une arène de compétition aussi ardue que dangereuse entre la Russie et les États-Unis. L’Abkhazie et l’Ossétie du Sud sont devenues des éléments de la stratégie de balancing que le Kremlin a adoptée depuis peu pour contrer la pression américaine. En offrant son appui aux séparatistes, Moscou préserve le statu quo sur le terrain, ce qui sert ses intérêts instrumentaux en ne laissant d’autre chance de règlement des conflits que la séparation.
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 | 0.001 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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