Art-based reflections from 12 years of adolescent health and development-related research in South Africa
Bibliographic record
Abstract
This paper presents empirical and methodological findings from an art-based, participatory process with a group (n = 16) of adolescent and young advisors in the Western Cape Province of South Africa. In a weekend workshop, participants reflected on their participation in 12 years of health and development-related research through theatre, song, visual methodologies and semi-structured interviews. Empirical findings suggest that participants interpreted the group research encounter as a site of empowerment, social support and as a socio-political endeavour. Through song, theatre and a mural illustration, they demonstrated that they value 'unity' in research, with the aim of ameliorating the conditions of adolescents and young people in other parts of South Africa and the continent. Methodological findings document how participants deployed art-based approaches from South Africa's powerful history of activism, including the struggle against apartheid, the fight for anti-retroviral therapy and more recent social movements towards decolonization.
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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 | 0.024 | 0.027 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.021 | 0.022 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.003 | 0.016 |
| Research integrity | 0.004 | 0.008 |
| 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".