The diabetes experiences of Aboriginal people living in a rural Canadian community
Bibliographic record
Abstract
OBJECTIVE: To optimise participation with Aboriginal people by sharing experiences of living with the challenges of diabetes in rural south-western Canada, and how these could be addressed. DESIGN: Qualitative content analysis of semi-structured and conversational interviews. SETTING: Diabetes health services in the Bella Coola Valley, British Columbia, Canada. SUBJECTS: Eight Nuxalk Nation participants, five women and three men, living with type 2 diabetes, were interviewed. Four of these participants, three women and one man, were engaged in six follow-up conversational interviews. MAIN OUTCOME MEASURES: The descriptive research explored experiences of Nuxalk people living with the challenges of diabetes, and how these could inform diabetes health services in culturally specific ways. RESULTS: Challenges included understanding the connections between (i) diabetes and western or traditional medicines; (ii) dietary changes, exercise and weight loss; (iii) how health professionals communicate and the relevance of what is said; (iv) having many life choices and the responsibility to choose; and (v) a belief in living day by day and an awareness of life cycles that may need to be broken. CONCLUSION: The study substantiated the fundamental necessity for diabetes health services to be inclusive of Aboriginal perspectives.
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.
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 | 0.004 | 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 | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".