What does a decolonizing/decentralizing methodology in examining sexual lives entail? : original research article
Bibliographic record
Abstract
This paper is based on an international study, HIV Prevention for Rural Youth (HP4RY) 2008-2012, designed to examine the state of, and teach about, sexual health and HIV/AIDS in Edo State, Nigeria. The paper focuses on the mixed methods used in this study, paying attention to the meaning of collaboration and participation in research in a cross-continental setting. Additionally, the paper considers the complexities of engaging in decolonizing and respectful methodological approaches in these settings. Drawing on specifics from the mixed methods and details from the relevant literature, this paper demonstrates the continued need for cross-continental decolonization and decentralized engagements, specifically when dealing with sensitive topics like sexuality and HIV/AIDS. Cet article est base sur une etude internationale, Prevention du VIH au benefice de la jeunesse rurale 2008-2012, concue pour examiner la nature de l'enseignement a propos de la sante sexuelle et le VIH/SIDA dans l'etat d'Edo, Nigeria. L'article met l'accent sur les methodes mixtes dont on se sert dans cette etude, toute en pretant attention au sens de la collaboration et la participation a la recherche dans un cadre transcontinental. De plus, l'article etudie les complexites provenant des approches methodologiques decolonisant et respectueuses dans ces cadres. Se fondant sur des cas precis a partir des methodes mixtes et des details des documents pertinents, cet article illustre le besoin continu d'une decolonisation transcontinental et des engagements decentralises, plus particulierement quand on traite des sujets sensibles telle la sexualite et le VIH/SIDA.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.119 | 0.126 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.008 | 0.033 |
| Scholarly communication | 0.019 | 0.016 |
| Open science | 0.003 | 0.012 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".