Housing and Health among Young First Nations Children Living Off Reserve: Results from the 2006 Aboriginal Children’s Survey
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
First Nations children in Canada often experience poorer housing conditions than other Canadian children. This study used the 2006 Aboriginal Children’s Survey to examine the relationship between housing and physical and mental health for First Nations preschool-aged children living off-reserve. This study provides evidence that the physical, spatial, and psychological aspects of housing in which young off-reserve First Nations children live are associated with their physical and mental health, even after controlling for family socioeconomic factors, area of residence, and child’s age and sex (analyzed with regression models). In particular, homeownership, parental satisfaction with housing, and number of moves per year were all associated with multiple physical and mental health outcomes. Future research is needed to further investigate the mechanisms at play.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| 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 it