THE POSSIBILITY OF IDENTIFYING OBJECTS OF ARCHAEOLOGICAL HERITAGE AND INDIVIDUAL ARTIFACTS KNOWN ACCORDING TO THE DATA OF THE FIRST QUARTER OF THE 18TH CENTURY ON THE TERRITORY OF THE NOVOSIBIRSK REGION
Bibliographic record
Abstract
The article is devoted to the analysis of the identification of archaeological heritage sites in the Novosibirsk Ob region described in the 18th century. The travel notes of D.G. Messerschmidt and I.G. Gmelin are one of the first sources on the archaeological heritage of the Novosibirsk region. Data on various archaeological sites (mounds, hillforts) and accidental finds located along the old Moscow highway and its environs are quite acceptable for their identification with currently known objects of archaeological heritage. Equally important is the establishment of the efficiency of dissemination of information about the attitude of the Russian state at the beginning of the 18th century to ancient objects of historical and cultural significance discovered in the south of Western Siberia.
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How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".