Art-based reflections from 12 years of adolescent health and development-related research in South Africa
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
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.
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 | 0.011 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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