Prostitution and Trafficking in Nine Countries
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
ABSTRACT We interviewed 854 people currently or recently in prostitution in 9 countries (Canada, Colombia, Germany, Mexico, South Africa, Thailand, Turkey, United States, and Zambia), inquiring about current and lifetime history of sexual and physical violence. We found that prostitution was multitraumatic: 71% were physically assaulted in prostitution; 63% were raped; 89% of these respondents wanted to escape prostitution, but did not have other options for survival. A total of 75% had been homeless at some point in their lives; 68% met criteria for PTSD. Severity of PTSD symptoms was strongly associated with the number of different types of lifetime sexual and physical violence. Our findings contradict common myths about prostitution: the assumption that street prostitution is the worst type of prostitution, that prostitution of men and boys is different from prostitution of women and girls, that most of those in prostitution freely consent to it, that most people are in prostitution because of drug addiction, that prostitution is qualitatively different from trafficking, and that legalizing or decriminalizing prostitution would decrease its harm.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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