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
Dmitry Stelletsky was a sculptor, a painter, a graphic artist and a glorious representative of the Russian retrospectivism at the end of the XIXth — the first quarter of the XXth century that paid his attention to the art of manuscript book. The paper examines one of the most important aspects of his work such as book graphics which received positive enthusiastic reviews of artists and art critics. The papere shows the artist’s career from the studying at the Higher Art School of the Arts Academy and his work in the M.K. Tenisheva atelier till the painting of the church of the Trinity-St Sergius monastery in Paris and the creating of the manuscript masterpiece called «The Lay of Igor’s Warfare».In his book graphic works Dmitry Stelletsky was able to achieve as close as possible to the traditions of ancient Russian art and to revive the old Russian book tradition of compositionally stylistic unity of letters, ornaments and illustrations.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.013 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.054 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it