Monitoring the transformation of architectural and urban planning and panoramic visual acceptability of the historical part 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
The present work discusses dynamics in the architectural and urban planning of the urban environ-ment for identifying and preserving the most significant visually acceptable architectural ensembles and panoramic views of Irkutsk. Visual landscape and cartographic analysis by specific indicators were used as the main research methods. The article reflects the predevelopment analysis devoted to col-lecting initial information for the student's project entitled "Reconstruction of the quarter in the histori-cal part of the city". The work was performed by fourth-year students studying "Urban planning" in two stages at different urban planning levels. Stage 1 included the analysis of visually acceptable views and panoramas of the urban environment at the city level. In stage 2, the existing development at the quarter level was carried out. A retrospective analysis of the urban environment is represented in the form of graphic models reflecting the current state of visual acceptance and the lost fragments of ar-chitectural ensembles in the centre of Irkutsk. The conducted visual landscape analysis of historical and contemporary panoramas of the city revealed dissonances and conflicts in the visual acceptance of the main urban ensembles. The results of the rhythmometric analysis obtained for the development front in the quarter are represented as a model limiting the building height within the quarter. Such a model was developed to eliminate conflicts during reconstruction and establish urban patterns, includ-ing valuable urban planning heritage. The obtained results are relevant for studying the urban devel-opment of territories with historical and cultural potential and can be used in urban planning regulation of historical cities and areas with historical 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 | 0.000 | 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 it