The song or arpentage? In the spatial context of the quarters of the historical center of Irkutsk
Bibliographic record
Abstract
Abstract Problem. In modern Irkutsk, the nature of the relationship between the cadastral plan of the quarter and its development is a problem. The essence of this problem is the inconsistency of the boundaries of land surveying with buildings on these sites. Goal to develop a methodology for interacting the spatial grid of a quarter with its cadastral plan. Results: A proposal is made for a method of shaping in the context of a historical city based on a spatial grid that includes a mechanism for interacting with the cadastral plan of the Irkutsk quarter. The analysis of the spatial situation of the historical quarter is performed. Spatial and contextual requirements for the proposed architectural object within the boundaries of this quarter have been developed. Conclusions: To get a high-quality project result in working with the districts of the city center of Irkutsk, a contextual approach is necessary, which includes, in addition to the traditional preproject analysis, research of the spatial structure of the historical environment of the districts.[11] The strategy of spatial development of blocks in the historical center of Irkutsk does not have clear and meaningful prospects without resolving the contradiction in the relationship between the compositional integrity of building blocks and their land surveying. An effective mechanism of urban planning regulation is needed to implement the design methodology of shaping in the context of a historical city based on a spatial grid.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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; 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".