The ‘business of community development’ and the right to the city: reflections on the neoliberalization processes in urban community development
Bibliographic record
Abstract
Abstract The paper explores emerging contradictions in community development, a subset of non-profit sector, within the context of neoliberalization. I examine non-profit sector as a site that has a potential for articulating counter-hegemonic discourse alternative to neoliberalism. Conversely, non-profit sector itself has been subjected to neoliberal co-optation and restructuring that resulted in restricted autonomy of the sector and decreased capacity to advocate for progressive social change. Drawing on my experience as a community engagement worker in one of Toronto's neighbourhood improvement areas, I problematize community development, posing questions about the role of the non-profit agencies in the production of specific socio-economic configurations that may, albeit inadvertently, support neoliberal discourse. Through an example of local community campaign for increased access to public space and services, I highlight options to enhance counter-hegemonic potential of community development as a critical practice aimed at advancing the commons.
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.
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 | 0.012 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.028 | 0.168 |
| Scholarly communication | 0.016 | 0.007 |
| Open science | 0.002 | 0.014 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 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".