The rate of <scp>HIV</scp> testing is increasing among men who have sex with men in <scp>C</scp>hina
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
OBJECTIVES: HIV infection is spreading relatively quickly among men who have sex with men (MSM) in China. Accurate knowledge of HIV status is of high importance for public health prevention. METHODS: We conducted a systematic review of literature published in either English or Chinese to collate available HIV testing data among MSM in China. Linear regression and Spearman's rank correlation were used to study factors associated with HIV testing rates. RESULTS: Fifty-five eligible articles were identified in this review. The proportion of MSM who had ever been tested for HIV has significantly increased, from 10.8% in 2002 to 51.2% in 2009. In comparison, reported rates of HIV testing in the past 12 months have also significantly increased, from 11.0% in 2003 to 43.7% in 2009. CONCLUSIONS: Chinese MSM have relatively low HIV testing rates compared with MSM in other settings. It is important to continue to promote HIV testing among MSM in China.
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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 | 0.006 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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