Health and Wellness Impacts of Being on the Land for Indigenous Peoples in North America
Bibliographic record
Abstract
Indigenous people globally face disparate chronic health outcomes when compared to non-Indigenous counterparts. In Canada, First Nations people experience higher rates of obesity and associated conditions. The causes behind this are multifactorial and include colonialism alongside various social determinants of health. Being on the land (traditional lifestyle) can have numerous benefits, including an attenuating effect on obesity associated conditions. This thesis explored being on the land in two prongs. Chapter 2 is a systematic review conducted to explore the diverse health experiences related to traditional physical activities for Indigenous youth worldwide. Overall, the literature described numerous emotional, mental and spiritual benefits of traditional physical activity, including familial and communal relationships. This research shows the importance of including traditional physical activity in future programs. Chapter 3 examined the association between selected morphometry measures and body burdens of persistent organic pollutants (POPs) and toxic metals in seven communities of Eeyou Istchee. Results indicated a negative association between cadmium with various obesity measures in both males and females. Null associations were found between POPs and morphometry.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".