Understanding cultural adherence and the use of traditional medicine in Waskaganish First Nation
Bibliographic record
Abstract
Changes in the Cree way of life over the last century are reflected by an increased prevalence of type 2 diabetes (T2D).Since traditional medicine (TM) is considered an appropriate complementary approach for T2D treatment and management, suitable delivery methods need to be determined.Using community-approved interview and focus group guides, this qualitative study aimed to understand how the community's cultural practices affect TM use and how TM is perceived by various groups.Two themes emerged from interviews.First, modernization has influenced culture and affects the receptivity of reintroducing TM to the community.Second, participants identified that the health benefits of traditional culture can improve the community's well-being.Focus groups displayed differing levels of knowledge about TM, but everyone agreed that further education is needed before reviving TM use.These findings demonstrate that communitybased programs for promoting all aspects of traditional culture, including the use of TM, should be considered.ii
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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".