Burden of HIV Infection Among Aboriginal Injection Drug Users in Vancouver, British Columbia
Bibliographic record
Abstract
OBJECTIVES: We sought to examine whether there were differential rates of HIV incidence among Aboriginal and non-Aboriginal injection drug users in a Canadian setting. METHODS: Data were derived from 2 prospective cohort studies of injection drug users in Vancouver, British Columbia. Using the Kaplan-Meier method and Cox proportional hazards regression, we compared HIV incidence among Aboriginal and non-Aboriginal participants. RESULTS: Overall, 2496 individuals were recruited between May 1996 and December 2005. Compared with that of non-Aboriginal persons, the baseline HIV prevalence was higher among Aboriginal persons (16.0% vs 25.1%; P<.001). Among participants who were HIV negative at baseline, the cumulative HIV incidence at 48 months was higher among Aboriginal persons (18.5% vs 9.5%; P<.001). In multivariate analyses, Aboriginal ethnicity was independently associated with elevated HIV incidence (relative hazard=1.59; 95% confidence interval=1.12, 2.26; P=.009). CONCLUSIONS: Aboriginal persons in Vancouver had a significantly elevated burden of HIV infection, which calls for a culturally sensitive and evidence-based response. Policymakers in other settings with at-risk Aboriginal populations should seek to avert similar public health emergencies by being proactive with evidence-based HIV-prevention programs.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".