Metropolitan-scale Planning in Neo-liberal Times: Financial and Political Obstacles to Urban Form Transition
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
Just as rising concern about its environmental, economic, social, health and quality of life downsides generates loud calls for a departure from the dispersed car-oriented urban model, conditions for such a transition have become more uncertain. The intended urban shift is hampered by dissonance between the generation of metropolitan-scale planning visions and the anti-interventionist characteristics of the current neo-liberal age. The paper identifies impeding effects of neo-liberalism—notably, public funding hardship and political dynamics—on attempts at carrying out transformative metropolitan planning. The difficulty in preventing major failures in the operation of cities under neo-liberalism is reflective of its inability, at a broader societal scale, to regulate the economy and thus avert economic and social crises. The paper draws its empirical substance from the gap in Toronto, Canada, between metropolitan planning visions and the urban development reality.
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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 | 0.000 | 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 | 0.000 | 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