Reframing Narratives of Aboriginal Health Inequity
Bibliographic record
Abstract
A large body of literature explores historical trauma or intergenerational trauma among Aboriginal communities around the globe. This literature connects contemporary forms of social suffering and health inequity to broader historical processes of colonization and the residential school systems in Canada. There are tendencies within this literature, however, to focus on individual pathology and victimization while minimizing notions of resilience or well-being. Through a social constructionist lens, this research examined how interpersonal responses to historical traumas can be intertwined with moments of and strategies for resilience. Detailed narrative interviews occurred with four Aboriginal Cree elders living in central Saskatchewan, Canada, who all experienced historical trauma to some extent. From this analysis, we argue that health research among Aboriginal populations must be sensitive to the complex individual and social realities that necessarily involve both processes of historical and contemporary traumas as well as resilience, strength, and well-being.
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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 | 0.011 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.023 | 0.033 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.002 | 0.017 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".