HIV Risk Behavior History Of Prison Inmates In Hungary
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
As part of an intervention in correctional facilities in Hungary, we conducted research on AIDS-related attitudes and the HIV risk behavior history of 551 male and 81 female inmates to assess needs for and to tailor AIDS education programs. Although lifetime injection drug use was uncommon (8% of men, 3% of women), many Hungarian inmates had engaged in unprotected sex and had had high-risk sex partners: a quarter of men had primary partners who sold sex, about half of them had sex with female prostitutes, 13% of women had worked as prostitutes, and 9% of all inmates indicated having had sex in prison. Because many prison inmates may constitute a potential bridge population for the sexual transmission of HIV between the general population and high-risk populations, interventions among prison inmates may provide an opportunity to reach an at-risk population and to prevent the wider spread of sexually transmitted HIV.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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