HIV Testing Patterns and Unrecognized HIV Infection Among Young Asian and Pacific Islander Men Who Have Sex With Men in San Francisco
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
The HIV epidemic is rising in Asian and Pacific Islander men who have sex with men (API MSM), who are often first diagnosed with HIV at a late stage of disease. We investigated the HIV testing patterns, correlates of prior testing, and awareness of HIV infection of 495 API MSM aged 18-29 years recruited from venues in San Francisco, using standardized face-to-face interviews. One quarter of participants had never tested for HIV, citing reasons such as perceived low risk, fear of results, and fear of needles. Older age, gay sexual orientation, history of sexually transmitted disease, higher lifetime number of sexual partners, and higher acculturation were significantly and independently associated with prior testing. Thirteen (2.6%) tested HIV-positive, of whom eight were unaware of their infection, five perceived themselves to be at low risk for HIV, and five reported recent UAI. These findings underscore the need to increase access to culturally appropriate and targeted HIV testing and to change perceptions of risk in this population.
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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