The Global Commission on HIV and the Law: recommendations for legal reform to promote sexual and reproductive health and rights
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
The Global Commission on HIV and the Law was established in 2010 to identify and analyse the complex framework of international, national, religious and customary law shaping national responses to HIV and the well-being of people living with HIV and key populations. Two years of deliberation, based on an exhaustive review of international public health and human rights scholarship, as well as almost 700 testimonials from individuals and organizations in more than 130 countries, informed the Commission's recommendations on reform to laws and practices that criminalize those living with and vulnerable to HIV, sustain or mitigate violence and discrimination lived by women, facilitate or impede access to HIV-related treatment, and/or pertain to children and young people in the context of HIV. This paper presents the Commission's findings and recommendations as they relate to sexual and reproductive health and rights, and examines how the Commission's work intersects with strategic litigation on forced sterilization of women living with HIV, legal reform on the status of transgender individuals, initiatives to improve police treatment of female sex workers, and equal property rights for women living with HIV in sub-Saharan Africa and Latin America.
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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 | 0.005 | 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 | 0.005 | 0.001 |
| 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