Coming of age: 21 years of providing opioid substitution treatment within an Aboriginal community‐controlled primary health service
Bibliographic record
Abstract
In Australia, Aboriginal and Torres Strait Islander community controlled health services have been established since 1971 to provide accessible, quality and culturally-appropriate primary healthcare. The first of these services, the Aboriginal Medical Service Cooperative Redfern ('the AMS'), created its own Drug and Alcohol Unit ('the Unit') in 1999. The Unit initially prescribed opioid substitution treatment (OST) and its coordinator, Bradley Freeburn, a Bundjalung man, provided counselling. Soon afterwards, the Unit started dispensing OST. It now cares for around 150 individuals, each of whom is understood in the context of family, community and culture. The Unit is on the same site as the AMS's primary care service, specialised medical and mental health clinics, and dental clinic. This allows for integrated physical and mental health care. The Unit contributes to drug and alcohol workforce development for other AMS staff, state-wide and nationally. Several Aboriginal and Torres Strait Islander community controlled health services around Australia now offer OST prescription, and a small number administer slow-release buprenorphine. We are not aware of others that dispense Suboxone. In the USA and Canada, over the last 10 years, First Nations communities have also responded to lack of treatment access, by creating standalone OST clinics. We were not able to find examples of Māori-controlled OST clinics in Aotearoa, New Zealand. The feasibility of this model of readily accessible OST, situated within a holistic, culturally-grounded primary health-care service recommends it for consideration and evaluation, for Indigenous or non-Indigenous communities.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.002 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.014 | 0.003 |
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".