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
В ходе раскопок на территории Соловецкого монастыря найдено 5 бердышей. Эти редкие артефакты конкретизируют представления о холодном оружии, находившемся на вооружении защитников Соловецкой крепости. Первое упоминание бердышей в описи оружия монастыря 1632 г. не позволяет их датировать ранее второй четверти ХVII в. Подборка исторических свидетельств о соловецких бердышах дает возможность проследить их судьбу на протяжении трех веков. The excavations carried out within the compound of the Solovetsky monastery revealed five berdishes. These rare artifacts clarify our knowledge of cold steel weapons used by the defenders of the Solovetskaya fortress. The first mentioning of berdishes in the list of monastery weapons compiled in 1632 does not allow us to date them the period earlier than the second quarter of the 17th century. The selection of historical evidence regarding the Solovetsky berdishes gives an insight into their life history stretching over three centuries.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.082 | 0.156 |
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