Housing First for Youth Who Experience Homelessness: A Systematic Review
Bibliographic record
Abstract
Housing First programs are widely used to house adults with histories of chronic homelessness. Recently, Housing First for Youth (HF4Y) emerged as a targeted response to youth homelessness and is presently cited as the ideal model; however, researchers have yet to synthesize the evidence on which this claim is made. Through a systematic review of literature, the present authors fill this gap by offering a thematic synthesis of available peer-reviewed evidence on the impacts of HF4Y on a variety of outcomes for youth who experience homelessness. Five databases were searched from inception to April 2023 and reference lists of relevant articles were hand searched for additional studies. This search finds seven studies that specifically measure outcomes associated with HF4Y enrollment. Findings indicate that HF4Y can improve housing security, but additional research is needed to develop a more robust evidence base. There is a need for longitudinal studies, randomized controlled trials, and rich qualitative studies of HF4Y.
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.
How this classification was reachedexpand
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.022 | 0.003 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".