Housing Trajectories, Risk Factors, and Resources among Individuals Who Are Homeless or Precariously Housed
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
This study identifies time-patterned trajectories of housing stability among homeless and vulnerably housed individuals who participated in a multisite four-year longitudinal study in Canada. Findings show four distinct trajectories for the homeless and vulnerably housed: high levels of sustained housing stability, improving levels over time leading to high levels of housing stability, decreasing levels of housing stability over time, and low levels of housing stability over time. The presence of resources rather than risk factors differentiated the trajectories of participants who achieved housing stability from those who had low levels of housing stability. Participants who had better housing stability were more likely to live in subsidized housing. Findings highlight the need for programs and policies directed at addressing the housing affordability problem through income support strategies and the creation of affordable housing.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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