Would I Share a Home with an Elderly Parent? Exploring Ethnocultural Diversity and Intergenerational Support Relations during Young Adulthood
Bibliographic record
Abstract
ABSTRACT This paper provides an exploratory analysis of ethnocultural diversity and intergenerational support, examining factors that shape the attitudes of young adults toward sharing a home with an elderly parent. Data are drawn from a random sample of 565 young adults aged 19 to 35 living in the Greater Vancouver Regional District, whose primary ethnic identity is as members of one of three groups: British-, Chinese-, and Indo-Canadian. Utilizing a comparative, cross-cultural approach and logistic regression procedures, the study found the likelihood of young adults' expressing favourable attitudes to caregiving to be influenced by several factors associated with collectivistic systems of caregiving. Noteworthy is the finding that, after controlling for ethnocultural and socio-demographic factors, the best predictor of co-residence attitudes is the quality of a child's relationship with her/his mother. Findings are discussed with regard to their implications for intergenerational relations and support for aging families.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".