The Intersecting Risks of Violence and HIV for Rural Aboriginal Women in a Neo-Colonial Canadian Context
Bibliographic record
Abstract
An ethnographic study looking at the intersecting risks of violence and human immunodeficiency virus (HIV) for rural women shows that the neo-colonial and racist context of Canadian society creates particular challenges for Aboriginal women. This article focuses on the experiences of the Aboriginal women who took part in the study. These women’s experiences of violence occurred within a rural context of poverty and declining economic resources, and within a historical context of colonial abuses and cultural disruptions. Consequently, the women’s lives were often characterized by disconnection from family and community, making them vulnerable to further violence and exploitation. Social support programs in this rural setting were limited and access was sometimes problematic. Understanding how the intersecting dynamics of gender, rural living, poverty, racism, and colonialism create risk for Aboriginal women provides a basis for developing policies that aim to strengthen the well-being of women, particularly their economic well being. It also highlights the need for an anti-racist agenda within the social service and health care sectors and at all levels of government.
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.
How this classification was reachedexpand
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 | 0.003 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".