Revitalization of the quarter of the Medvednikov patrons in Irkutsk
Bibliographic record
Abstract
The main site of the project for the revitalization of the 36th quarter of the historical center of Irkutsk is the merchant estate of the Medvednikovs. The buildings are located at the corner of Khalturin Street and Dekabrskikh Sobytiy Street. Built in the classical style in the early 19th century, the surviving houses have been excluded from the list of cultural heritage sites and are in a ruined state. The goal of the project is to restore the historical and cultural value of the site and to adapt it for a cultural center. The choice of function for the object was determined after analyzing the situation and justified by the cultural and educational function of the territory and the needs of residents. The boundaries of urban planning were increased to ensure integrated urban development. The project is the winner of the International Graduation Competition (Kazan) and the XXX International Architectural Festival “Zodchestvo” (Moscow).
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.018 | 0.002 |
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".