How often did syphilis tests have corresponding HIV tests in Ontario, Canada? A retrospective analysis of comprehensive laboratory data
Bibliographic record
Abstract
OBJECTIVES: Canadian guidelines recommend HIV testing for individuals being evaluated for syphilis. Our objective was to examine three aspects of HIV testing (ie, if an HIV test occurred, the timing of the HIV test in relation to the syphilis test and the proportion with a positive HIV test result) among syphilis tests between 2017 and 2022 from individuals with no evidence of a previous HIV diagnosis. DESIGN AND SETTING: This study is a retrospective analysis of comprehensive laboratory testing data from Ontario's provincial public health laboratory. PARTICIPANTS: Direct fluorescent antibody (DFA) and serological non-prenatal syphilis tests were conducted from 1 January 2017 to 31 December 2022, from individuals aged ≥15 years with no evidence of a previous HIV diagnosis (n=3 001 058 total tests). Positive syphilis tests were categorised using the rapid plasma reagin (RPR) titre as 'current' (DFA+/RPR≥1:8) or 'historical' (RPR<1:8). Exposure categories were assigned using individually linked HIV exposure category data retrieved from the laboratory's HIV DataMart. PRIMARY AND SECONDARY OUTCOME MEASURES: The number and proportion of syphilis tests with a corresponding HIV test on the same day or within 7, 28, 90 or 180 days, and, among those with an HIV test within 28 days, the number and proportion with an HIV-positive test result. RESULTS: From 2017 to 2022, 1 516 726 and 1 484 332 syphilis tests among males and females, respectively, were included in the analysis. Individuals with a positive syphilis result were less likely to be tested for HIV within 28 days of their syphilis test compared with those with a negative syphilis test result (74.7% vs 91.1% in males, 97.5% CI (-0.17 to -0.16); 65.2% vs 92.4% in females, 97.5% CI (-0.28 to -0.26)). Males with 'current' positive syphilis test results were less likely than males with 'historical' positive syphilis results to be tested for HIV within 28 days (69.1% vs 76.6%, 97.5% CI (-0.084 to -0.066)); this was not true in females (67.1% vs 64.4%, 97.5% CI (0.0062 to 0.049)). Males overall and males with 'current' syphilis were more likely to be diagnosed as HIV-positive (p<0.025). CONCLUSIONS: Most individuals who tested for syphilis at Public Health Ontario were also tested for HIV; however, those who tested positive for syphilis were less likely to be tested, representing an opportunity for enhanced HIV testing. Ensuring that individuals with syphilis are tested for HIV may help identify previously undiagnosed individuals living with HIV.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.009 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".