'I can sit and talk to her': Aboriginal people, chronic low back pain and heathcare practitioner communication
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
Background: Chronic low back pain (CLBP) is a complex issue to manage in primary care and under-researched in Aboriginal populations. Good communication between practitioners and patients is essential but difficult to achieve. This study examined communication from the perspective of Aboriginal people with CLBP in regional and remote Western Australia. Methods: Qualitative, in-depth interviews were conducted with 32 adults with CLBP who identify as Aboriginal. The approach and analysis were informed by clinical ethnography and cultural security. Results: Barriers to communication related to communication content, information that was not evidence-based, miscommunications, communicative absence and the use of medical jargon. Enablers related to communication style described as 'yarning', a two-way dialogue, and healthcare practitioners with good listening and conversational skills. Discussion: Health practitioners need to consider communication content and style to improve interactions with Aboriginal people with CLBP. A 'yarning' style may be a useful framework. Findings may be pertinent to other populations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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