MODULAR RESIDENTIAL, AS A FUNCTIONAL-TYPOLOGICAL UNIT OF THE STRUCTURE OF A SUCHASNOY RESIDENTIAL QUARTER
Bibliographic record
Abstract
Modern socio-demographic conditions in Ukraine and the level of providing the population with housing of various types and quality suggest the possibility of active development of modular housing construction. The practical advantages of modular residential buildings in various regions of the world are reflected in the popularity of their use, especially as temporary, recreational, country and tourist housing. The use of modular housing in Ukraine is currently characterized by limited functional and typological composition.The article emphasizes the need to determine the typological features of modular housing and the role of modular construction in the formation of modern residential quarters. The main urban-forming element of the rural area is the quarter. The quarter, which is formed simultaneously and in connection with the street and road network, forms the basis of the communication framework and is the most stable indivisible element of the planning structure of the city, is used in urban planning practice as the primary accounting unit of the urban environment.Over the past decades, a number of measures have been implemented in Ukraine to improve housing standards for consumers. This trend is closely related to the transition of leadership in housing construction from the public sector to the private sector, the transition from meeting the requirements of general quality criteria and creating increased comfort to the requirements of the formation and implementation of a new way of life. In recent years, the need to build not only square meters of residential buildings, but to create an optimally comfortable living environment and humanize the living environment has become increasingly urgent.Modular housing, as the most characteristic type of mass typical housing that is quickly erected, has ancient historical roots. In modern conditions, modular housing has gained special relevance and has a wide and diverse typological spectrum of use in economically developed countries. The practical advantages of modular residential buildings in the conditions of Ukraine would receive no less worthy application.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".