HIV/AIDS and the experience of a Canadian NGO and another Brazilian
Bibliographic record
Abstract
People living with HIV/AIDS (PHA) have been facing many difficulties in their lives because they are discriminated in various contexts, such as family, community, and work. Currently, AIDS Non-Governmental Organizations (AIDS/NGOs) have become increasingly important because, beyond providing traditional social support, they also offer an environment where PHA may openly express and share not only their experiences with HIV/AIDS, but they can change their personal and professional projetcts. We analyzed historical documents, in-depth interviews, and questionnaires answered by community members within two AIDS/NGOs, one in London, Ontario, Canada (NGO-Ca) and another in Greater Sao Paulo, Brazil (NGO-Br). In this article, some pathways of political participation, which are relevant to both communities, are discussed. Surely, this may contribute to the decreasing of stigma and discrimination related to HIV/AIDS: compassion and altruism as a bridge to political participation, effects on activism, and fostering based on solidarity and co-responsibility are also important discussed issues.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.038 | 0.009 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".