Key recommendations for developing a national action plan to advance the sexual and reproductive health and rights of women living with HIV in Canada
Bibliographic record
Abstract
requires evidence-based, equity-oriented, and regionally specific strategies centred on priorities of women living with HIV. Through community-academic partnership, we identified recommendations for developing a national action plan focused on enabling environments that shape sexual and reproductive health and rights by, with, and for women living with HIV in Canada. Between 2017 and 2019, leading Canadian women's HIV community, research, and clinical organizations partnered with the World Health Organization to convene a webinar series to describe the World Health Organization Consolidated guideline, define sexual and reproductive health and rights priorities in Canada, disseminate Canadian research and best practices in sexual and reproductive health and rights, and demonstrate the importance of community-academic partnerships and meaningful engagement of women living with HIV. Four webinar topics were pursued: (1) Trauma and Violence-Aware Care/Practice; (2) Supporting Safer HIV Disclosure; (3) Reproductive Health, Rights, and Justice; and (4) Resilience, Self-efficacy, and Peer Support. Subsequent in-person (2018) and online (2018-2021) consultation with > 130 key stakeholders further clarified priorities. Consultations yielded five cross-cutting key recommendations:1. Meaningfully engage women living with HIV across research, policy, and practice aimed at advancing sexual and reproductive health and rights by, with, and for all women.2. Centre Indigenous women's priorities, voices, and perspectives.3. Use language that is actively de-stigmatizing, inclusive, and reflective of women's strengths and experiences.4. Strengthen Knowledge Translation efforts to support access to and uptake of contemporary sexual and reproductive health and rights information for all stakeholders.5. Catalyse reciprocal relationships between evidence and action such that action is guided by research evidence, and research is guided by what is needed for effective action.Topic-specific sexual and reproductive health and rights recommendations were also identified. Guided by community engagement, recommendations for a national action plan on sexual and reproductive health and rights encourage Canada to enact global leadership by creating enabling environments for the health and healthcare of women living with HIV. Implementation is being pursued through consultations with provincial and national government representatives and policy-makers.
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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 | 0.025 | 0.047 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.018 | 0.004 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.007 | 0.008 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.026 | 0.004 |
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".