“The Dene Way of Life”: Perspectives on Health From Canada’s North
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
The health and wellness of Canada’s Aboriginal peoples is often measured in narrow biomedical terms with little consideration given to how health is conceptualized in Aboriginal communities. This study attempts to address this gap by providing a perspective on health and wellness developed in collaboration with the Dene community of Lutsel K’e, Northwest Territories. The research was carried out in the wake of the environmental assessment of Canada’s first diamond mine, located in the traditional territory of Lutsel K’e Dene First Nation. The study focussed on the questions “What is health?” and “What kinds of indicators would be useful for measuring the effects of diamond mining on the health of community?” Health was defined in the local language as “the Dene way of life.” Three core themes, 13 sub-themes and over 50 indicators of health were also identified through semi-structured interviews with individual community members. These indicators refer to many aspects of day-to-day life in Lutsel K’e, tying the concept of health, often discussed in theoretical terms, to tactile elements and processes at work at individual, household, and community levels. Interwoven in these narratives is a discourse about the importance of Dene values, knowledge, and institutions. The work is also telling of how small, remote northern communities respond to and resist the social, economic, and cultural pressures associated with natural resource development.
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 | 0.001 | 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 | 0.000 | 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