Impacts of colonization on Indigenous Two-Spirit/LGBTQ Canadians’ experiences of migration, mobility and relationship violence
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
An exploratory, community-based research project examined the paths of migration and mobility of Canadian Indigenous people who identify as Two-Spirit, lesbian, gay, bisexual, transgender and/or queer (LGBTQ). A total of 50 participants in Winnipeg, Manitoba and Vancouver, British Columbia, Canada were interviewed, many of them telling stories about the multiple layers of domestic violence, violence in communities, state and structural violence that they experienced. In order to better respond to relationship violence experienced by Indigenous Two-Spirit/LGBTQ people it is necessary to understand the specific and historical context of colonization in which relationship violence occurs. We further need to align our efforts to end relationship violence with broader anti-violence struggles.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it