Experiences of Trans Women and Two-Spirit Persons Accessing Women-Specific Health and Housing Services in a Downtown Neighborhood of Vancouver, Canada
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
PURPOSE: Little is known about trans womens' experiences accessing gender-segregated health and housing services, particularly services for marginalized individuals living in poverty. As such, we conducted a qualitative investigation into experiences of accessing women-specific health and housing services among trans women and two-spirit persons in a downtown neighborhood of Vancouver, Canada. METHODS: Between June 2012 and May 2013 interviews were conducted with 32 trans women and two-spirit individuals who had accessed women-specific health and/or housing services. Participants were recruited from four open prospective cohorts of sex workers and individuals who use drugs. Interview data were analyzed using a participatory analysis approach with two participants who were hired as research assistants. RESULTS: Participants were generally able to access women-specific services in the neighborhood. However, there were reports of discrimination related to gender identity, discrimination based on gender expression (e.g., requirement of a feminine gender expression), and lack of staff intervention in harassment from other service users. CONCLUSION: Trans women and two-spirit persons in our study relied upon services for their health and safety and, therefore, exclusion from women-specific services had potentially severe adverse consequences such as homelessness and sexual violence. Recommendations to improve accessibility, including policy development and procedural recommendations, are put forth.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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