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 2015 г. на территории средневековой крепости Остров (современный г. Остров Псковской области) проведены археологические раскопки. Исследовано кладбище XVIII-XIX вв., культурные отложения XII-XVI вв. Впервые для этого памятника выявлен горизонт первоначального возникновения поселения в северо-западной части летописного г. Остров, датируемый четвертой четвертью I тыс. н. э. In 2015 on the territory of the medieval fortress Ostrov (Ostrov town, Pskov region now) archaeological excavations were conducted. The cemetery of the 18-19 centuries and the cultural deposits of the 12-16 centuries were investigated. For the first time the layer of the appearance of the settlement in the North-Western part of the city of Ostrov reflected in the Chronicles dating from the 4 quarter of the 1 millennium AD was discovered.
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) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.013 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.020 | 0.024 |
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