Messy Free-For-All Or An “Aha!” Moment?: Reflections On An Hiv Awareness Program With African Newcomer Youth
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 traces a collaboration between a White settler anthropologist and Black community liaison and researcher in the design and implementation of HIV awareness strategies. Based on ethnographic research with young people from African newcomer communities who settled in Winnipeg, Canada, their sense that HIV did not exist in Canada was the impetus for our movement of knowledge-to-action. Rather than deliver the facts to them as a passive audience, we created space and time for a series of youth-led conversations that were effective, emotional, corporeal, and socially dynamic. From our respective positionalities, we reflect on the impact of the awareness activity. What at times felt like “a free-for-all” fostered an awareness by the young people, as active agents, of the complexities of HIV as “more than a virus,” especially its racialized underpinnings.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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