Unravelling Barriers to Accessing HIV Prevention Services Experienced by African and Caribbean Communities in Canada: Lessons from Toronto
Bibliographic record
Abstract
Barriers to accessing HIV-prevention services, experienced by African and Caribbean communities in Canada, is an issue warranting sustained research. This study seeks to achieve a better understanding of the nature of HIV-prevention services in Canada, and to explore the dynamics, which underpin barriers to accessing these services confronting African and Caribbean populations in Toronto (Canada). This study also endeavours to assess what is being done to reduce these barriers. Semi-structured qualitative interviews with 7 professionals and community workers who were involved in organizing, researching and delivering HIV-prevention services were conducted for this study. Four themes pertaining to barriers to accessing HIV-prevention services, including, levels of cultural competence and sensitivity among service providers; cultural and social stigma directed at persons living with HIV/AIDS; various social determinants of health, including gender, race and precarious immigration status'; as well as constrained funding resources that are available for service providers; were uncovered in the findings of the study. The paper concludes that several health promotion and health education initiatives exist, which can help reduce these barriers to HIV-prevention service access for these populations. However, in order to ensure their effectiveness there will be much needed involvement from community and other relevant government agencies, which will need to work separately and in conjunction with one another, in order to tackle some of the broader issues that affect these populations.
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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 | 0.001 | 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 | 0.001 |
| 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".