Silesian Conurbation As A Polycentric Structure Of Urban Districts
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
Abstract The Silesian conurbation consists of cities, which in many aspects function as one metropolitan organism. This paper is an attempt to characterise the structure of the Silesian conurbation not as composed of cities, but as a system of districts, in the context of the theory of polycentric systems and the importance of quarters for modern urban areas. The authors present a model of the Silesian Conurbation as a set of quarters of various characteristics: housing estates, local centres, industrial districts, etc. The transition from the conurbation into quarters is discussed and the search for elements that combine and bind the quarters space with external elements in view of social and spatial structures. Within such structures, a description of a typical urban quarter – Rokitnica in Zabrze is given, together with a concept of the revitalization of a local quarter centre. The elaborations were prepared within the study subjects “Urban Revitalization and Regeneration” and “Regional Planning” at the Faculty of Architecture, Silesian University of Technology (course coordinator: Professor Krzysztof Gasidło, teacher: Michał Stangel).
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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