Aging Parents and the Ties That Bind: Intergenerational Relationship Quality Among Culturally Diverse Canadian Families
Bibliographic record
Abstract
Drawing from a life course perspective, this paper examines mid/later-life parent-child relationship quality among ethnically diverse families. Focus is on the role of culture, child, and parental characteristics. Data are drawn from a study of 588 parents aged 50+ of a least one child aged 19-35 who reside in Metro Vancouver, B.C. from four Canadian cultural groups: British, Chinese, Persian/Iranian, and South Asian. Using OLS regression methods, we use two dependent variable scales: positive and negative support/interaction appraisals of the relationship. The positive relationship quality scale is associated with South Asian versus British-Canadian parents, mothers, those with greater income satisfaction, and daughters. The negative scale is inversely associated among South Asian versus British-Canadian parents, income satisfaction, parental health, and being unpartnered (vs. partnered). Interaction effects are found between gender and ethnicity. Implications for theorizing and applied recommendations for those who work with culturally diverse aging families are discussed.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".