A future research agenda for transformational urban policy studies
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
There is a gap between the policy problems faced by twenty-first century cities and their proposed solutions, which are often small-scale, siloed and unsustainable. Cities face growing poverty, a rise in precarious work, unaffordable housing, decaying infrastructure, climate change, social polarisation and, most recently, a deadly infectious disease. The urban crisis is rooted in the failures of neoliberal policy characteristic of advanced capitalism, intersected with other systems of oppression. Turning the clock back to liberal urban policymaking will be insufficient. We propose a policy agenda that studies transformative urban movements, including local activism and movement building, policy agenda-setting and design, and policy implementation and evaluation. While these are the expertise of scholars of urban politics and policy studies, transformative urban movements have not been on their radar. In this article, we explore why and examine how urban politics and policy studies can ground and support transformative change.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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)
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