Gentrification of Karlin district. Current status of physical environment and sociodemographic and economic development after 2002
Bibliographic record
Abstract
The aim of the thesis is to find out if then Prague quarter of Karlin has been under the process of gentrification recently. Karlin is an inner city and has been going through dynamic changes in the last thirteen years. This is not only because of post-socialist transformation but the regeneration was also accelerated by dealing with the consequences of the flood in 2002. Different census areas of Karlin are classified into three categories according to the degree of gentrification: gentrified, ungentrified and below average areas. The research is based on the results summarizing a field research which determined physical condition of the houses, the result of analyses of ownership and price levels of Karlin houses and the development of sociodemographic and economic structure. Key words: gentrification, post-socialist transformation, physical environment, sociodemographic and economic structure
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".