Brief Report: Longitudinal Associations Between Place of Sex Work and Client Condom Coercion Among Sex Workers in Baltimore, Maryland
Bibliographic record
Abstract
INTRODUCTION: The sex work environment influences sex workers' control over enforcing condom use. Sex work in outdoor and public spaces, compared with indoor spaces, may inhibit condom negotiation. We examined longitudinal associations between public place of sex work and condom coercion among female sex workers. METHODS: This cohort study involved 5 data collection points over 1 year among female sex workers (N = 246) in Baltimore, Maryland, recruited by targeted sampling. We conducted bivariate analyses to examine associations between currently conducting any sex work in a public place (PPSW, eg, car, abandoned house, street, park/forest, and public bathroom) vs. exclusively indoor sex work (eg, house, motel, and dance club) with sociodemographic, substance use (eg, injection drug use, crack use), and past 3-month condom coercion (eg, client condom refusal/removal). We used logistic regressions with generalized estimating equations and exchangeable correlation structure to examine longitudinal associations between PPSW and subsequent condom coercion, adjusting for sociodemographic and substance use variables. FINDINGS: Among participants (race/ethnicity: White: 67.5%; Black/African American: 22.8%; Latina/other ethnicity: n = 9.8%; age range: 18-61), most reported daily injection drug use (58.5%), daily crack use (62.2%), and homelessness (62.2%). Most (88.6%) reported any PPSW at baseline. Current PPSW was associated with increased odds of past 3-month condom coercion (adjusted odds ratio [aOR]: 1.85, 95% confidence interval: 1.16 to 2.94, P = 0.01) compared with indoor sex work, as was daily crack use (aOR 1.67, 95% confidence interval: 1.18 to 2.37). CONCLUSIONS: Public sex work environments were associated with client condom coercion and confer additional sexual health risks in contexts of illegality. Interventions should address risk disparities in social geographies of sex work.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".