The Roles of Community Land Trusts in Providing and Protecting Affordable Housing for Canadian Cities
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
In Canadian cities, the opportunities for accessing affordable homes for lower to moderate income households has become increasingly difficult. Rising housing prices and prevalent issues revolved around affordability are placing pressure on local communities. Community Land Trusts (CLTs) are a strategic approach for providing the opportunity of affordable homeownership for lower to moderate-income households, and where the benefits are shared as a community. The purpose of this Major Paper is to explore the roles that CLTs have in providing and protecting affordable housing for Canadian cities. This paper intends on providing information about the functions, operations, advantages, and limitations of CLTs for individuals, organizations, and institutions who may be interested in this model for providing affordable housing. Finally, the research explores a range of information, policies, and experiences that aim to supplement the Major Paper.
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 | 0.000 | 0.000 |
| 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