A Review of the Literature on LGBTQ Adults Who Experience 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
Little is known about lesbian, gay, bisexual, transgender, and queer (LGBTQ) adults who experience homelessness. The current review critically analyzes the scant literature on LGBTQ adults who experience homelessness, with a particular focus on: (1) pathways into homelessness; (2) support needs; (3) targeted programming; and (4) exits out of homelessness. A total of 143 articles were identified, and 16 articles met the criteria of appropriate age range, article quality, and relevance of topic. Results from this review demonstrate that homeless LGBTQ adults have unique physical and mental health challenges, largely concerning HIV and substance use. Transgender and gender non-conforming adults who experience homelessness encounter several challenges in the homelessness system, particularly in regard to safety and gender-affirming supports. Recommendations focus on practical implications for support and suggestions for future research.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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