The Map of Cultural-Archaeological Areas of Eastern-European Plain in the 10th Century (to the Problem Posed)
Bibliographic record
Abstract
The paper presents an experimental map of archaeological cultural areas of the East European Plain in the 10th century, each of which represents a set of archaeological cultures and groups of archaeological complexes similar in a number of characteristics. In the paper the necessity of revision of traditional approach to the interpretation of the archaeological date of the East European plain, which is based on a rigid, but often a priori binding of groups of archaeological monuments to politonyms and ethnonyms, known from written sources, is substantiated. Since archaeological cultures have been named on the basis of such identifications, there is a need to revise the principles of their designation (naming). A bird’s-eye view of the East European Plain made it possible to see the process of the revolutionary transformation of this part of the geopolitical mega-structure of Eurasia, which took place during the “long 10th century”, from the last quarter of the 9th to the middle of the 11th century.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".