Improving Access to Mental Health Services for Racialized Immigrants, Refugees, and Non-Status People Living with HIV/AIDS
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 demographic characteristics of people living with HIV/AIDS (PHAs) in Canada are increasingly diverse. Despite literature suggesting a potentially heightened mental health burden borne by racialized immigrant, refugee, and non-status PHAs (IRN-PHAs), researchers have hitherto paid insufficient attention to whether existing services adequately address this need and how services might be improved. Employing community-based research methodology involving PHAs from five ethnoracial groups in Toronto, Ontario, this study explored IRN-PHAs' mental health service-seeking behaviors, service utilization experiences, and suggestions for service improvements. Results showed that while most IRN-PHAs were proactive in improving their mental health, their attempts to obtain support were commonly undermined by service provider mistreatment, unavailability of appropriate services, and multiple access barriers. A three-pronged approach involving IRN-PHA empowerment, anti-stigma and cultural competence promotion, and greater service integration is proposed for improving IRN-PHAs' mental health service experience.
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 | 0.002 | 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) | 0.000 | 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