КУЛЬТУРНО-ИСТОРИЧЕСКИЕ ПРОЦЕССЫ НА СЕВЕРО-ВОСТОЧНОЙ БАЛТИКЕ В V-VIII ВВ. И ВОЗНИКНОВЕНИЕ ПРОТОГОРОДОВ СЕВЕРО-ЗАПАДА
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 статье культурно-историческая ситуация на Северо-Западе Восточной Европы в V-VIII вв. рассматривается как период активного взаимодействия двух культурных миров. Первый из них представлен прибрежными памятниками Восточной Балтики, другой - памятниками лесных культур. Ранние города - Ладога, Псков и Изборск - возникают в третьей четверти I тыс. в зоне непосредственных культурных контактов как важные узлы в сетях обмена не только товарами и сырьем, но также технологией и информацией. Начальное градообразование на Северо-Западе Восточной Европы - часть общего процесса развития городов и сложения системы коммуникаций на Балтике в эпоху раннего Средневековья. The article considers the cultural and historical situation in the North-West of Eastern Europe in the 5-8 centuries as a period of active interaction between the two cultural worlds. The first world is represented by the coastal sites of the Eastern Baltic, the other by the forest culture sites. Early cities of Ladoga, Pskov and Izborsk appear in the third quarter of the 1 millennium in the direct cultural contact zone as important points in the networks of exchange not only of goods and raw materials, but also of technology and information. The initial town formation in the North-West of Eastern Europe is part of the overall process of urban development and the Baltic communication system formation in the early Middle ages.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.004 | 0.003 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.011 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.042 | 0.026 |
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