REDEVELOPMENT OF DEGRADING INDUSTRIAL TERRITORIES IN THE CONTEXT OF HISTORICAL BUILDING
Why this work is in the frame
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Bibliographic record
Abstract
The research provides definitions of the term "redevelopment". In the analysis, the major classification of redevelopment has been considered and determined. The principal compositional methods of redevelopment and adaptation of former industrial areas with historic buildings to the modern needs of the city and its inhabitants are highlighted. The paper intends to point out the necessity of the introduction of the redevelopment of abandoned industrial historical territories as a successful way of their adaptation to modern needs. Worldwide and Ukrainian examples of redevelopment are analyzed. One of the aims of this article is to show successful examples of large-scale redevelopment and revitalization with adaptation to the new functions of the old industrial zone, using the example of Tallinn's Rothermanni Quarter and the re-functionalized renovation of the Comfort Town residential complex in Kyiv.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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