Importance of Culture in Alcohol Care
Bibliographic record
Abstract
Integration of cultural knowledges and healing practices with Western medical approaches to alcohol care has been reported for residential and community settings. However, there is little evidence on how culture features in alcohol care in primary health settings. We analysed data from semi-structured interviews (from a broader study) with 17 First Nations Australian staff (n=8 men, n=9 women) from 11 Aboriginal and Torres Strait Islander Community Controlled Health Services. We used grounded theory and the 8-ways Aboriginal pedagogy in analysis. We describe three key themes: 1) interpersonal processes; 2) a both-ways approach to healing and alcohol care; and 3) service-wide strategies to achieving both-ways healing. We discuss policy implications of facilitating bicultural alcohol care in primary health settings.
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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 | 0.011 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.028 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".