Identity building in contemporary urban architecture (on the example of Irkutsk)
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
In this work, a concept of modern residential development, including public infrastructure, integrated seamlessly into the historic centre of Irkutsk was elaborated. The proposed location of the quarter lies within the boundaries of Rabochaya Street, the territory of the Machine-Building Plant, the Ushakovka river embankment and Frank Kamenetsky and Oktyabrskaya Revolution streets. The contemporary town planning structures within the historical context were analysed using the examples of various cities. The components of urban identity and trends, which affect its formation, were studied. The characteristics of the form making for the objects having different purposes within the urban structure of Irkutsk were defined. Design solutions for constructing a modern residential area together with public buildings in the historic centre of Irkutsk were provided. When developing the project, studying urban identity and its implementation in the design solutions was emphasised. The proposed concept aims to preserve urban identity and stresses the characteristics of the historic architecture of the city in current urban development.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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