‘Imagine if I gave up smoking …’: a qualitative exploration of Aboriginal participants’ perspectives of a self-management pilot training intervention
Why this work is in the frame
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Bibliographic record
Abstract
This paper reports on a pilot qualitative study investigating Aboriginal participants' perspectives of the Flinders Living Well Smoke Free (LWSF) 'training intervention'. Health workers nationally have been trained in this program, which offers a self-management approach to reducing smoking among Aboriginal clients. A component of the training involves Aboriginal clients volunteering their time in a mock care-planning session providing the health workers with an opportunity to practise their newly acquired skills. During this simulation, the volunteer clients receive one condensed session of the LWSF intervention imitating how the training will be implemented when the health workers have completed the training. For the purpose of this study, 10 Aboriginal clients who had been volunteers in the mock care-planning process, underwent a semi-structured interview at seven sites in Australia, including mainstream health services, Aboriginal community controlled health services and remote Aboriginal communities. The study aimed to gauge their perspectives of the training intervention they experienced. Early indications suggest that Aboriginal volunteer clients responded positively to the process, with many reporting substantial health behaviour change or plans to make changes since taking part in this mock care-planning exercise. Enablers of the intervention are discussed along with factors to be considered in the training program.
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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 | 0.009 | 0.000 |
| 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 | 0.001 |
| 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 it