The ‘community' in community land trusts: the role of community control in pursuing community land trust activism
Bibliographic record
Abstract
Housing in the Greater Toronto and Hamilton Area (GTHA) is increasingly unaffordable due to rising housing costs. Community land trusts (CLTs) have recently emerged as a tool for providing affordable housing in the GTHA. This paper investigated the form that CLTs should take to ensure its long-term success for providing affordable housing. Through an analysis of academic and grey literature, the element of community control was identified as being a critical success factor. This paper explored four CLTs operating in American and European contexts to understand whether and how community control was manifested and the resulting implications it had on the CLT and residents. The findings of the paper confirm the importance of community control in the long-term functioning of CLTs, and that community control can be manifested in various forms. Planners operating in the GTHA must therefore be mindful of ensuring that community control is expressed in CLTs. Keywords: Community land trust; affordable housing; community control; Greater Toronto and Hamilton Area
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.020 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| 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".