Constructing Neoliberal Urban Democracy in the American Inner-city
Bibliographic record
Abstract
The neoliberalization of urban governance has profoundly problematized issues of ‘local’ and ‘urban’ democracy on both sides of the Atlantic. This paper explores the changing modalities of urban democracy under neoliberalism through a case study of Over-the-Rhine, Cincinnati. A historically maligned inner-city neighbourhood, Over-the-Rhine is the locus for a concerted neoliberalizing gentrification drive and site of a coordinated resistance to market-oriented redevelopment. Three key processes of neoliberal restructuring are analyzed to highlight the centrality of contestations over local democracy for local economic development. Governance restructuring and the implementation of key spatial imaginaries are argued to produce a neoliberal articulation of urban democracy that discursively legitimizes development from above via an understanding of the neighbourhood as a physical environment, usurping pre-existing grassroots organizations conceptualizing Over-the-Rhine as a social structure.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.026 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".