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Record W4411505729 · doi:10.1093/heapro/daaf083

Process evaluation of an HIV stigma reduction intervention among young people in northern Uganda

2025· article· en· W4411505729 on OpenAlexafffund
Bonnie Fournier, Abukari Kwame, Stéphanie Caron-Roy, Geoffrey Maina, Joshua Mendelsohn, Susan Sommerfeldt, Carmen H. Logie, Candace I. J. Nykiforuk, Gillian Strudwick, Santo Ojok

Bibliographic record

VenueHealth Promotion International · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsCentre for Addiction and Mental HealthUniversity of TorontoUniversity of AlbertaUniversity of SaskatchewanPrince Albert Grand CouncilThompson Rivers University
FundersCanadian Institutes of Health Research
KeywordsPsychological interventionStigma (botany)Focus groupMedicinePopulationParticipatory action researchPublic healthProgram evaluationCommunity-based participatory researchContext (archaeology)PsychologyMedical educationNursingEnvironmental healthSociologyPsychiatryPolitical scienceGeography

Abstract

fetched live from OpenAlex

HIV stigma among youth in Uganda remains prevalent and impedes efforts to advance HIV prevention. A community-based participatory approach and arts-based population health intervention were undertaken to reduce HIV stigma among young people in northern Uganda. A mixed-method process evaluation aimed to examine successes and barriers to intervention implementation, contextual circumstances that may have influenced intervention outcomes, and acceptability and subjective evaluations among participants. The process evaluation drew data from daily lesson logs and classroom observation notes from Research Assistants (RAs), minutes from research team and school meetings, exit interviews with participants, and a focus group discussion with RAs. Data were collected during the 2023 school year (January to December 2023) in 12 schools in Omoro District, northern Uganda. Key summaries were made from data sources and organized into tables. The use of Linnan and Steckler's (Process evaluation and public health interventions: an overview. In: Process Evaluation in Public Health Interventions and Research. San Francisco, CA: Jossey-Bass Publishers, 2002, 1-13.) comprehensive framework and components of process evaluation, such as context, fidelity, reach, and dose received and delivered, guided this process evaluation. Findings highlighted that although implementation faced time constraints and contextual challenges, including monetary and material compensation, the intervention was delivered as planned and increased awareness of HIV stigma and cultural knowledge for students, teachers, Elders, and communities in Omoro District. Participants also reported that the intervention enhanced cultural understanding by integrating local traditions, proverbs, and storytelling into the educational process, leading to a reduction in HIV stigma among students. Future research should consider contextual and cultural relevancy of interventions as instrumental to an intervention's acceptability and adoption among target populations.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.968

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.047
GPT teacher head0.449
Teacher spread0.402 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations3
Published2025
Admission routes2
Has abstractyes

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