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Record W3163138916 · doi:10.1080/17441692.2021.1924822

HIV and mental health among young people in low-resource contexts in Southeast Asia: A qualitative investigation

2021· article· en· W3163138916 on OpenAlexafffund
Peter A. Newman, Shirley Mark Prabhu, Pakorn Akkakanjanasupar, Suchon Tepjan

Bibliographic record

VenueGlobal Public Health · 2021
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research CouncilSocial Sciences and Humanities Research Council of CanadaCanadian Institutes of Health ResearchUNICEF
KeywordsMental healthQualitative researchSoutheast asiaHuman immunodeficiency virus (HIV)Resource (disambiguation)Environmental healthGeographyPsychologyEconomic growthGender studiesPolitical scienceSocioeconomicsSociologyMedicinePsychiatryEthnologySocial scienceVirology

Abstract

fetched live from OpenAlex

Young people aged 15−24 years comprise one-fourth of incident HIV infections in Southeast Asia. Given the high prevalence and impact of mental health issues among young people, we explored intersections of HIV and mental health, with a focus on adolescent and young key populations (AYKP) in Indonesia, the Philippines, Thailand, and Vietnam. Sixteen focus group discussions (4/country) with young people (n = 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.029
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0050.003
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.035
GPT teacher head0.379
Teacher spread0.344 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations30
Published2021
Admission routes2
Has abstractyes

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