HIV and mental health among young people in low-resource contexts in Southeast Asia: A qualitative investigation
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
= 132; 16-24 years) and 41 key informant interviews with multisectoral HIV experts explored young people's lived experiences and unmet needs, existing programmes, and strategic directions for local and regional HIV responses. Cross-cutting challenges emerged in healthcare, family, school, and peer domains amid fragmented and under-resourced HIV and mental health services in socio-politically fraught environments. We identified strategic opportunities and initiatives in development and integration of youth-friendly HIV and mental health services; programmes to promote parent-adolescent communication about sex and HIV; and teacher training and resources to advance HIV and mental health awareness, serve as first-responders, and provide community referrals. Youth-led peer education programmes and LGBT-networks were central to the HIV response-promoting HIV prevention, sexual health, and mental health awareness for young people, and resilience and socioeconomic empowerment of peer educators themselves-thereby transforming sociocultural and political contexts of vulnerability.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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