Urban morphotypes and functional diversity of city environment
Bibliographic record
Abstract
Abstract On the example of the urban space of one of the largest Russian cities, Samara, various environmental morphotypes are analyzed for: mixed use in the ratio of residential and service functions; the nature of the service objects, the spatial organization of the contact of public areas with the building surrounding them. Through the analysis of rental rates of commercial premises in different parts the connection between the demands for different morphotypes of the city is considered. It is found out that regardless of the density of the population in the study area, the development of public activities in the territories depends on the spatial organization of the urban environment: street arrangement, convenience of service function’s access. Commercial demand for premises serves is an indicator of the quality of organization of public spaces of streets. Densely populated areas with chaotic development that does not form a street front are deprived of socially active spaces with developed street retail, while less populated areas with a high-density street network and quarter-perimeter buildings form active spatially organized traffic of people that support the development of street retail.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".