Body-Related Emotional Experiences of Young Aboriginal Women
Bibliographic record
Abstract
Concerns related to the body are associated with health-compromising behaviors, and although research has indicated that young Aboriginal women are dissatisfied with their bodies, their voices have typically been absent from the literature. The purpose of this case study was to provide insight into the body-related emotional experiences of young, Canadian, urban Aboriginal women. Four young women participated; 3 identified themselves as Aboriginal (one 14-year-old, two 18-year-olds) and 1 as non-Aboriginal (18 years old). Multiple methods (focus group, one-on-one interviews, and artwork) provided the authors the opportunity to listen to the young women's stories. Five themes emerged: (a) conflicting cultures, (b) need to belong, (c) the beauty of difference, (d) journey to acceptance of the body, and (e) the body affects everything. This research highlights the complexity of young Aboriginal women's body-related emotional experiences and indicates that their experiences might not be as negative as previous research has led us to believe.
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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 | 0.001 | 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 | 0.006 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".