Bibliographic record
Abstract
„Urbanität“ ist ein epistemologischer Begriff, der keine zugrunde liegende Essenz besitzt. Aus geographischer Perspektive interpretiere ich diesen Begriff – grob anlehnend an Henry Lefebvres Arbeit zu Raum (Lefebvre 1991) – in verschiedener Weise. „Urban“ kann einen administrativen Raum beschreiben, der durch die territorialen Grenzen einer Stadtverwaltung bestimmt ist. Zum Beispiel definieren Stadtverwaltungen in New York, Berlin oder Toronto ihre Bevölkerung durch territoriale administrative Stadtgrenzen. In Kommunen werden zum Beispiel politische Auseinandersetzungen geführt, um Stadtbewohner_innen, denen der Nationalstaat Aufenthaltspapiere verweigert, als gleichberechtigte Bürger zu behandeln, die ein Recht auf kommunale Dienstleistungen besitzen. Auch andere soziale und politische Kämpfe, etwa um das Recht auf erschwinglichen Wohnraum werden häufig in diesem administrativen Raum ausgetragen.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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; both teacher heads agree on what is shown here.
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".