DEVELOPMENT OF REGIONAL ARCHEOLOGY IN THE SECOND HALF OF XIX - THE FIRST QUARTER OF XX CENTURY (ON MATERIALS OF THE NORTH CAUCASUS)
Bibliographic record
Abstract
The article is devoted to scientific work of central academic institutions, provincial scientific societies and institutions of the North Caucasus in the second half of XIX - the first quarter of the XX century. The article analyzes the dynamics of accumulation of source base, revealed the organization and functioning of the archaeological research, methods of accumulation and analysis of the material, as well as the development and the results of theoretical research in the North Caucasus during this chronological period. The influence of socio-cultural and regional conditions in the organizational and substantive scope of archaeological research. First of all, it is the effect of the central academic institutions, manifested in the implementation of archaeological research in the North Caucasus region. Scientiic Society of the North Caucasus was the social and scientific center of local intelligentsia, so their educational activities formed the public opinion about the need to preserve the monuments.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".