Vertical segregation: Mapping the vertical social stratification of residents in Athenian apartment buildings
Bibliographic record
Abstract
This paper is about vertical segregation in Athens and the ways it has evolved up to the early 2010s. Vertical segregation refers to social stratification by floor of residence in the typical apartment building that dominates the city’s housing stock. Unlike its Parisian precedent, vertical segregation in Athens was developed much more recently (third quarter of the 20th Century), its social hierarchy is in the opposite direction (wealthier households occupy the higher rather than the lower floors) and its importance is not marginal, since it affects more than a fifth of the metropolitan population.Mapping vertical segregation is a challenge since the different groups –social or ethnic– are located the one on top of the other. Ordinary segregation mapping depicts the areas of vertical segregation as mixed areas, but provides no indication on whether they are simply mixed or their population is also vertically stratified according to class or ethnicity. The paper introduces a mapping technique to overcome this difficulty.
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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 | 0.001 | 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 | 0.001 |
| 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 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".