Gentrification in<scp>H</scp>ong<scp>K</scp>ong? Epistemology vs. Ontology
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This article examines the transferability of the concept of gentrification away from its A nglo‐ A merican heartland to the cities of A sia Pacific and specifically H ong K ong. An epistemological argument challenges such theoretical licence, claiming that conceptual overreach represents another example of A nglo‐ A merican hegemony asserting the primacy of its concepts in other societies and cultures. Past research suggests that if gentrification exists in A sia Pacific cities it bears some definite regional specificities of urban form, state direction and, most surprising from a Western perspective, a potentially progressive dimension for some impacted residents. Closer examination of urban discourse in H ong K ong is conducted through analysis of E nglish and C hinese language newspapers. In both instances, gentrification is barely used to describe the pervasive processes of urban redevelopment, which otherwise receive abundant coverage. Interviews with local housing experts confirm the marginality of gentrification in academic and public discourse, and the power of a local ideology that sees urban (re)development unproblematically as a means of upward social mobility. However, in the decade‐long housing bust after 1997, growing inequality has encouraged a nascent class analysis of the property market, an ontological awakening that may prove more favourable to the identification of gentrification in an A sia Pacific idiom.
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.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it