Characteristics of Persons Who Are Homeless for the First Time
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
The Pathways Into Homelessness project in Toronto interviewed 300 unaccompanied adult users of homeless shelters to identify characteristics of individuals who are homeless for the first time. The sample reflected the total population of homeless shelter users in terms of age, sex, level of use, and type of shelter. Two fifths of the sample were homeless for the first time. There were more similarities than differences between those who were homeless for the first time and those who had been homeless previously. The prevalence of psychiatric and substance use disorders and the rate of previous hospitalization did not differ between first-time homeless persons and those who had been homeless before. The two groups were distinguished by some childhood experiences related to housing. Both groups had multiple indicators of serious problems, suggesting that the need for intervention is as pressing for persons who are homeless for the first time as it is for the larger population of homeless persons.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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