The Right to Stay Put, Revisited: Gentrification and Resistance to Displacement in New York City
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: Not applicable
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.169
- Threshold uncertainty score
- 0.972
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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 | 0.001 | 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.269 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Displacement has been at the centre of heated analytical and political debates over gentrification and urban change for almost 40 years. A new generation of quantitative research has provided new evidence of the limited (and sometimes counter-intuitive) extent of displacement, supporting broader theoretical and political arguments favouring mixed-income redevelopment and other forms of gentrification. This paper offers a critical challenge to this interpretation, drawing on evidence from a mixed-methods study of gentrification and displacement in New York City. Quantitative analysis of the New York City Housing and Vacancy Survey indicates that displacement is a limited yet crucial indicator of the deepening class polarisation of urban housing markets; moreover, the main buffers against gentrification-induced displacement of the poor (public housing and rent regulation) are precisely those kinds of market interventions that are being challenged by advocates of gentrification and dismantled by policy-makers. Qualitative analysis based on interviews with community organisers and residents documents the continued political salience of displacement and reveals an increasingly sophisticated and creative array of methods used to resist displacement in a policy climate emphasising selective deregulation and market-oriented social policy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- Urban Studies
- Topic
- Urban Planning and Governance
- Field
- Social Sciences
- Canadian institutions
- University of British Columbia
- Funders
- not available
- Keywords
- GentrificationPoliticsDisplacement (psychology)Political economySociologyRedevelopmentPublic housingDisinvestmentSalience (neuroscience)Political scienceEconomicsPublic administrationEconomic growthLaw
- Has abstract in OpenAlex
- yes