Exploring the Intersection of Education and Indigenous Status from a Social Determinants of Health Perspective: Parent and Family Engagement in Secondary School in Nunavik
Bibliographic record
Abstract
In Canada, Indigenous Peoples’ health and wellbeing is linked with the legacies of colonization. A social determinants of health model shifts focus from individual-level health contexts to broader socioeconomic, cultural, and environmental conditions associated with population health outcomes. Education is a key social determinant of health, closely tied to both positive health outcomes and socioeconomic status. In communities across Canada, educational success remains out of reach for disproportionately large numbers of Indigenous youth and adults. This qualitative study examined the intersection of two social determinants of health—Indigenous status and education—by exploring educational engagement in secondary school for Inuit parents and families, secondary school students, educators, and other Inuit community members in an Inuit community in Nunavik, northern Quebec.
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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 | 0.002 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".