The Restorer Alone Knows the Colour of the Eyes of the Saints. Viktor Shershnev as the Leading Restorer of Mosaics of the Church of the Resurrection of Christ
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
Храм Воскресения Христова, или музей-памятник «Спас на Крови», известен мозаичным убранством. Статья посвящена истории реставрации мозаик интерьеров и фасадов, проводившейся в последней четверти ХХ в. силами бригады мастеров cпециального научно-производственного объединения «Реставратор», которую возглавлял художник-мозаичист Виктор Александрович Шершнев (1937–2002). The Church of the Resurrection of Christ in Saint Petersburg, also known as the museum – monument The Savior on the Spilled Blood, is renowned for its mosaic decoration. The article discusses the history of the restoration of mosaics of the interiors and facades constructed in the last quarter of the 20th century by the team of masters from the Restorer Special Research and Production Association led by the mosaic artist Viktor Shershnev (1937–2002).
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it