Housing and health among Inuit children.
Bibliographic record
Abstract
BACKGROUND: Housing conditions have been associated with child health. Inuit children are generally in poorer health than other Canadian children. They are also more likely to live in crowded households, in dwellings that need major repair, and to be exposed to second-hand smoke in the home. DATA AND METHODS: This study uses the 2006 Aboriginal Children's Survey to examine associations between physical and psychosocial housing characteristics and physical and mental health outcomes of Inuit children aged 2 to 5. RESULTS: Physical and psychosocial housing characteristics were associated with selected indicators of Inuit children's health. The presence of a smoker in the home, homeownership, and parental housing satisfaction were associated with specific physical and/or mental health outcomes, even after adjusting for other housing factors and family and child sociodemographic characteristics. INTERPRETATION: Housing conditions were associated with the physical and mental health of young Inuit children, even when sociodemographic factors were taken into account. Homeownership and housing satisfaction appeared to be particularly important for young Inuit children's health.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".