Housing beyond land rent?: A critique of market housing solutionism
Bibliographic record
Abstract
Toronto is in a housing crisis. Many residents lack access to adequate and affordable housing. In response, neoliberals and reformers have radicalized their advocacy for more market housing as the only possible alternative. Drawing attention to the role housing plays in the reproduction of labour power and the crisis-ridden dynamic of capital accumulation, we highlight the inability of market housing to meet a range of social needs. We tackle crucial weaknesses of the housing supply argument, including, first, its quantitative orientation; second, its impatience with those who defend existing housing options; third, its historical amnesia; fourth; its pop-economist (mis-)understanding of housing markets; fifth, its superficial critique of zoning, and sixth, its illusory embrace of seemingly alternative ways of organizing housing spatially: mixed-use and inclusionary zoning. Reflecting on the recent municipal by-election in Toronto, we also consider what it would take to shift course towards decommodified and decolonial housing futures.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.032 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".