Icon “The Mother of God Tikhvinskaya With the Tale of its Image” From the Сollection of the Historical Museum
Bibliographic record
Abstract
The article is dedicated to the icon “The Mother of God Tikhvinskaya with the Tale of its Image” of the last quarter of the 17th century from the collection of the Historical Museum. It discusses its history, clarifies the literary source, as well as presents the analysis of the iconographic program, compositional features and artistic uniqueness. The work ended up in the museum collection due to global changes in post-revolutionary Russia, which triggered a large-scale movement of cultural properties. The icon originates from the Tikhvin Lands and belongs to the poorly studied culture of the Russian province. Recent research has unveiled a whole set of works linked to the icon painters of the Tikhvin Posad. The icon “The Mother of God Tikhvinskaya with the Tale of its Image” represents a vivid example of the art of Tikhvin masters of the second half of the 17th 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.035 | 0.003 |
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".