Pedestrian spaces of historical center of st. petersburg: problems and future development
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 emphasis is made on the specificity of pedestrian zones development in the historical center, most of the focus is on their role in the identification of unique architectural and landscape resources and the possibility of their forming in a residential zone on the intra-quarter territories. The factors, influencing the use of the historical and cultural potential of the central part of St. Petersburg in the creation of pedestrian zones, are revealed. It is noted that the optimization of pedestrian traffic, especially the organization of automobile traffic-free zones, can affect a number of indicators of the urban environment, these indicators are considered. The exceptional role of the Neva embankments in the system of urban highways is revealed. The intra-quarter territories of the historical center of St. Petersburg are analyzed from the point of view of the possibility of creating pedestrian zones in them. Sanitary and hygienic qualities, recreational opportunities, commercial attractiveness of intra-quarter pedestrian zones are considered. Suggestions on the development of pedestrian zones for the appropriate purpose are presented.
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