Bibliographic record
Abstract
Caregivers play an integral role in the cancer care system in Canada as they provide unpaid care and support for millions of adults living with and beyond cancer. Although caregiving can be a positive experience for some, assuming a caregiving role can be detrimental to caregivers’ own physical and mental health. Research over the past decade has highlighted the negative impacts of caregiving and called for more efforts focused on improving caregivers’ wellbeing. Most interventions targeting caregivers are largely designed to support them in providing care, with little emphasis placed on specifically promoting self-care behaviours. To address this gap, we designed a brief 4-week self-determination theory-based intervention to improve two self-care behaviours (i.e., physical activity and fruit and vegetable consumption) among cancer caregivers. The primary objective of the mixed-methods research presented in this thesis was to assess the feasibility and acceptability of the intervention. Exploratory objectives included understanding participants’ experiences within the intervention. The single-arm intervention was delivered via four weekly video calls to 13 caregivers (mean age=57.6 [15.4 years]) across Canada. The enrollment rate was 62% and the retention, adherence, and fidelity rates ranged from 90 to 99%. The intervention was generally deemed acceptable by participants; however, modifications such as adding psychological support were suggested. Participants’ experiences participating in the intervention were captured within three themes: (1) (Re)prioritizing self-care behaviours; (2) Finding support for self-care behaviours within the caregiving context; and, (3) Becoming a better caregiver through self-care behaviours. Although promising, modifications to the intervention methods are needed to improve enrolment and better meet caregivers’ needs. This study highlights the importance of self-care behaviours for caregivers and provides valuable information on how to foster these behaviours among this population.
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 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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".