‘Women are supposed to be the leaders’: intersections of gender, race and colonisation in HIV prevention with Indigenous young people
Bibliographic record
Abstract
Focusing on gender, race and colonialism, this paper foregrounds the voices of Indigenous young people, their histories of oppression, their legacies of resistance and the continuing strengths rooted in Indigenous peoples, their cultures and their communities. Exploring the relationship between gender and colonialism, the paper speaks to the lived realities of young people from Indigenous communities across Canada. Over 85 young people participated in six different Indigenous community workshops to create artistic pieces that explored the connections between HIV, individual risk and structural inequalities. In the course of the research, Indigenous young people, and young Indigenous women in particular, talked about how gender intersects with race and colonisation to create experiences that are, at times, especially difficult for them. In this paper, young people discuss the ways in which colonialism has demeaned women's roles and degraded women's sexuality, and how continuing cultural erasure and assimilationist policies impact on their lives and on their bodies.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.013 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".