Prison health and public health responses at a regional prison in Western Australia
Bibliographic record
Abstract
OBJECTIVE: To describe the health of inmates in a Western Australian regional prison and evaluate the coverage of public health interventions. DESIGN: Cross-sectional audit of all paper-based and electronic medical notes of inmates at one regional prison in Western Australia. SETTING: A mixed medium-security prison in regional Western Australia. PARTICIPANTS: 185 prisoners, 170 men and 15 women. MAIN RESULTS: The prisoners were mainly young (70% < 35 years of age) and Indigenous (84%). Fifty two percent of prisoners had at least one chronic health condition. There was a significantly higher prevalence of diabetes to that found in the general Indigenous population (15% vs 6% p=0.001), and a significantly lower prevalence hepatitis C (4.5%) compared with both national (29-61%) and State (20%) data. Screening for sexually transmitted infections and blood borne viruses within the first month of incarceration was achieved for 43% of inmates. Vaccination coverage for influenza (36%) and pneumococcal disease (12%) was low. CONCLUSION: This study makes visible the burden of disease and reach of public health interventions within a largely Indigenous regional prisoner population. Our study demonstrates that the additional risks associated with being Indigenous remain in a regional Australian prison but also shows that interventions can be delivered equitably to Indigenous and non-Indigenous inmates. IMPLICATIONS: Ongoing monitoring of prisoner health is critical to take advantage of opportunities to improve public health interventions with timely STI and BBV screening and increased vaccinations rates.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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".