Prostitution Stigma and Its Effect on the Working Conditions, Personal Lives, and Health of Sex Workers
Bibliographic record
Abstract
Researchers have shown that stigma is a fundamental determinant of behavior, well-being, and health for many marginalized groups, but sex workers are notably absent from their analyses. This article aims to fill the empirical research gap on sex workers by reviewing the mounting evidence of stigmatization attached to sex workers' occupation, often referred to as "prostitution" or "whore" stigma. We give special attention to its negative effect on the working conditions, personal lives, and health of sex workers. The article first draws attention to the problem of terminology related to the subject area and makes the case for consideration of prostitution stigmatization as a fundamental cause of social inequality. We then examined the sources of prostitution stigma at macro, meso, and micro levels. The third section focuses on tactics sex workers employ to manage, reframe, or resist occupational stigma. We conclude with a call for more comparative studies of stigma related to sex work to contribute to the general stigma literature, as well as social policy and law reform.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".