Living arrangements and housing affordability issues of young adults in Canada: Differences by nativity status
Bibliographic record
Abstract
Housing prices in Canada have increased dramatically, giving rise to a housing affordability crisis. Young adults have been disproportionately affected by this crisis. To cope, many young adults have had to alter their living arrangements, contributing to the diversification of their living arrangements. Young adults' diverse living arrangements are the product of growing inequalities in young adults' economic prospects and access to family support. Extant work has yet to document how young adults' risk of having unaffordable housing varies according to their living arrangements. Our comparison of young adults' risk of having unaffordable housing according to their living arrangements reveals that co-residence with parents, relatives, or roommates reduces young adults' risk of having unaffordable housing. This protective effect is smaller for the foreign-born than the Canadian-born. The National Housing Strategy should allocate more resources to increase the supply of affordable housing earmarked for young adults, particularly the foreign-born who live alone or with children.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".