Understanding the Impact of Historical Trauma Due to Colonization on the Health and Well-Being of Indigenous Young Peoples: A Systematic Scoping Review
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
Introduction: Indigenous Peoples are experiencing the ongoing effects of colonization. This phenomenon, historical trauma (HT), helps to address the current ill-health disparity. Aim of this scoping review was to identify sources of evidence available to understand the impact of HT on Indigenous young peoples. Method: A scoping review was conducted on available evidence-based literature. Article quality was assessed using validated quality appraisal tools. Synthesis was conducted with predefined levels of impact. Results: Consistent with the literature, the themes and levels of impact were interrelated. Despite this, studies predominately reported a singular focus with limited discussion of protective factors. Discussion: HT continues to have a profound impact on Indigenous young peoples across Canada, Australia, New Zealand, and the United States. Protective factors for HT were evident within Indigenous research designs. Future research should ensure a multilevel focus to explore intergenerational strength and how this influences culturally congruent health care.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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