“… But Then He Became My <i>Sipa</i>”: The Implications of Relationship Fluidity for Condom Use Among Women Sex Workers in Antananarivo, Madagascar
Bibliographic record
Abstract
Increasing evidence indicates that sex workers use condoms less consistently with regular (i.e., nonpaying) partners than with clients. Few studies have examined the extent to which these 2 categories are mutually exclusive. In an ethnographic study of women's sex work in Antananarivo, Madagascar, we examined how the meaning of women sex workers' sexual relationships could shift among 3 different forms of sex work. Condom use was less likely in forms in which the distinction between client and lover (sipa in Malagasy) was fluid. For many sex workers, therefore, relationships they understood to be intimate imparted the greatest health vulnerability. It is important to examine the influence of the meaning of sexual relationships on condom use for HIV prevention. Policy implications for HIV prevention work with sex workers are considered.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".