Cartoon drawing as a means of accessing what students know about HIV/AIDS: an alternative method
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
Combating the spread of HIV/AIDS in Uganda has involved massive public education campaigns. One of the challenges of these campaigns has always involved the need to simultaneously respect and transcend cultural taboos around direct discussions about sexuality and sexual issues, particularly among youth. Research consistently shows that drawing, as a means of investigating what students know, has the potential to reveal students’ perceptions of given concepts and provides an alternative to predominantly language-based methods. Visual methods, however, have rarely been taken up in research on students’ sexual health and HIV/AIDS knowledge. This interpretive case study examines the use of cartoon drawing as a unique tool for understanding Ugandan secondary students’ conceptions of HIV/ AIDS, particularly concepts that are not directly discussed culturally.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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