A quasi‐experimental evaluation of rent assistance for individuals experiencing chronic homelessness
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
Abstract This study investigated the effectiveness of the addition of rent assistance to existing housing and support services in the Waterloo region of Ontario for people experiencing chronic homelessness. A nonequivalent comparison group design was used to compare the outcomes between (a) participants selected to receive rent assistance plus support services (n = 26) and (b) participants receiving support services only (n = 25). Participants were interviewed at baseline and 6 months later. Participants in the rent assistance condition showed significantly greater improvements over time relative to the comparison group in housing stability and quality of life. They also demonstrated significantly better perceived housing quality, and there were trends of greater improvement in community functioning, social support, and food security. The findings demonstrate that rent assistance is associated with superior program outcomes for people experiencing chronic homelessness and is a necessary component of supported housing models, such as Housing First.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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