Sharing Our Wisdom: A Holistic Aboriginal Health Initiative
Bibliographic record
Abstract
Colonization has had a profound effect on Aboriginal people’s health and the deterioration of traditional Aboriginal healthcare systems. Health problems among Aboriginal people are increasing at an alarming pace, while recovery from these problems tends to be poorer than among other Canadians. Aboriginal people residing in urban settings, while maintaining strong cultural orientations, also face challenges in finding mentors, role models, and cultural services, all of which are key determinants of health. Using a participatory action framework, this study focused on understanding and describing Aboriginal traditional healing methods as viable approaches to improve health outcomes in an urban Aboriginal community. This research investigated the following questions: (a) Do traditional Aboriginal health practices provide a more meaningful way of addressing health strategies for Aboriginal people? (b) How does participation in health circles, based on Aboriginal traditional knowledge, impact the health of urban Aboriginal people? Community members who participated in this project emphasized the value of a cultural approach to health and wellness. The project provided a land-based cultural introduction to being of nə́c̓aʔmat tə šxʷqʷeləwən ct (one heart, one mind) and learning ways of respectful listening xwna:mstəm (witness) tə slaχen (medicines) (listen to the medicine), through a series of seven health circles. The circles, developed by Aboriginal knowledge keepers, fostered a healthy sense of identity for participants and demonstrated the ways of cultural belonging and community. Participants acknowledged that attending the health circles improved not only their physical health, but also their mental, emotional, and spiritual health.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 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".