Correlates of Safe Syringe Acquisition and Disposal Practices among Young IDUs: Broadening our Notion of Risk
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 current study examines the relationship of syringe use patterns with acquisition and disposal practices among injection drug users (IDUs). Study participants (N = 294) were IDUs between 15 and 30 years old in Baltimore, Maryland, who had initiated drug injection within the past five years. Safe acquisition was defined as obtaining syringes from the Baltimore syringe exchange program and pharmacies. Safe disposal was defined as depositing syringes at the syringe exchange program or in a closed container. Participants were primarily male, White, and had low levels of education. In the six months prior to being interviewed, 25% reported safe syringe acquisition and 47% reported safe disposal. In a multivariate model controlling for demographic variables, factors that were significantly associated with safe acquisition were injecting for more than two years, obtaining two or more syringes per pickup, using a syringe for five or more injections, and safe disposal of syringes. In a multivariate model controlling for demographic variables, factors that were that were significantly associated with safe disposal were injecting daily and safe syringe acquisition. Infectious disease prevention efforts need to specifically target young and newly initiated IDUs in promoting safe syringe acquisition and disposal practices.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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