Agreement of and discussion with clients about Undetectable equals Untransmissible among general practitioners in Australia: a cross-sectional survey
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
BACKGROUND: The message of undetectable HIV viral load equals untransmissible (U=U) is important to reduce HIV stigma. We examined Australian general practitioner (GP)s' agreement of and discussion with clients about U=U. METHODS: We conducted an online survey through GP networks from April to October 2022. All GPs working within Australia were eligible. Univariable and multivariable logistic regression analyses were performed to identify factors associated with: (1) agreement of U=U; and (2) discussing U=U with clients. RESULTS: Of 703 surveys, 407 were included in the final analysis. Mean age was 39.7years (s.d.: 8.4). Most GPs (74.2%, n =302) agreed with U=U, but only 33.9% (n =138) had ever discussed U=U with clients. Key barriers to discussing U=U were lack of relevant client presentations (48.7%), lack of understanding about U=U (39.9%), and difficulty identifying those who would benefit from U=U (6.6%). Agreement with U=U was associated with greater odds of discussing U=U (adjusted odds ratio (AOR) 4.75, 95% confidence interval (CI): 2.33-9.68), younger age (AOR 0.96 per additional year of age, 95%CI: 0.94-0.99), and extra training in sexual health (AOR 1.96, 95%CI: 1.11-3.45). Discussing U=U was associated with younger age (AOR 0.97, 95%CI: 0.94-1.00), extra training with sexual health (AOR 1.93, 95%CI: 1.17-3.17), and negatively associated with working in a metropolitan or suburban area (AOR 0.45, 95%CI: 0.24-0.86). CONCLUSION: Most GPs agreed with U=U, but most had not discussed U=U with their clients. Concerningly, one in four GPs were neutral or disagreed with U=U, suggesting that further qualitative research to understand this finding, and implementation research to promote U=U among Australian GPs, is urgently needed.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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