How Residential Schools led to Intergenerational Trauma in the Canadian Indigenous Population to Influence Parenting Styles and Family Structures over Generations
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
This paper intends to address current trauma among the Indigenous Canadian population due to the assimilationist goals of residential schools that influence parenting styles and the family structure. Other areas covered in this paper include parenting issues that the Indigenous community encounters every day. Additionally, social problems are examined in terms of intergenerational trauma and discussed further in terms of their influence and effect on the family structure of Indigenous communities in Canada. For example, education, health inequalities, and intimate partner violence are discussed. These issues are interrelated because of the detrimental and marginalized effect that residential schools have on survivors and generations to follow. Possible solutions to terminating family issues in the Indigenous community are by implementing specific methods that reflect the Indigenous way of life.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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