ТЕНДЕНЦІЇ ТРАНСФОРМАЦІЇ СЕЛІТЕБНИХ ТЕРИТОРІЙ ВЕЛИКИХ МІСТ НА СУЧАСНОМУ ЕТАПІ ІСТОРІЇ МІСТОБУДУВАННЯ
Bibliographic record
Abstract
Problem statement. The end of the 20th − the first quarter of the 21st century turned out to be associated on the planet with global crises in economics and politics, in social processes and demography, in science and in worldview paradigms, in the psychosphere, in nature, in regional and planetary ecosystems, in engineering and technical spheres, in architecture and urban planning, as well as in many other manifestations of the physical world. On a philosophical level, the very idea of duality and other models of multipolarity of the world order came under fire from scientists, politicians, economists, theologians, and atheists. The norms and rules of life generally accepted by peoples began to collapse. Gnosis as such has exploded again, as it has happened many times in history. This is realized by everyone who thinks critically and constructively. People who live in resonance with time and space have long been looking for a way out of the problems that have arisen. In every field of knowledge, the search has its own nuance and is conducted according to its own rules, which in many positions cease to work. Everything changes. History once again puts on the agenda its eternal question: what to do? It is also directly related to urban planning. Due to the lack of works that summarize and analyze the changes taking place, offer methods for overcoming the illusion of “hopelessness”, cities have begun to turn into “theaters of errors” and “plays of creative dead ends”. It is also directly related to urban planning. Due to the lack of works that summarize and analyze the changes taking place, offer methods for overcoming the illusion of “hopelessness” and “hopelessness”, cities have begun to turn into “theaters of errors” and “plays of creative dead ends”. This is visible at the global, national, and regional levels, as well as on the scale of individual large cities. Among them is Dnipro. Objective and subjective views on cities are again undergoing transformations. Including their residential functional zones. The purpose of the article is to reveal approaches to the transformation of residential areas of cities at the modern stage of urban planning history.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".