Themes in Family Care-Giving: Implications for Social Work Practice with Older Adults
Bibliographic record
Abstract
This study advances the understanding of family care-giving by examining the provision of care to an older relative by adult children. It focuses on examining ‘who helps whom’ by extending analyses beyond the typical dyadic focus of care-giving in later life. The data for this research are derived from CARNET: The Canadian Aging Research Network’s survey of employed Canadians. Specifically, the analysis focuses on verbatim data collected from fifty-five CARNET respondents with significant care-giving responsibilities. Through in-depth analysis of verbatim data, five themes in care-giving are identified: the presence and importance of absent care-givers, the presence of multiple care recipients, the participation of men in helping and care-giving, the balance of direct and assistive help, and the presence of paid helpers in care-giving networks. Three descriptive care-giving vignettes are used to illustrate the five themes. Conclusions underscore the implications for professional practice, policy and research when the lens of care-giving is extended to include multiple care-givers and care recipients.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".