Transcending death by living : needs of rural Manitoba women caregivers providing care for their spouses (common law or life partners) with terminal cancer at home
Bibliographic record
Abstract
A qualitative study utilizing narrative research was conducted to identify rural women caregiver's support needs within the context of offering palliative care to their spouse (common law or life partner) at home with end stage cancer.Five women caregivers from three Regional Health Authorities participated in the study.Data was collected using in-depth semi-structured interviews.Three main categories of caregiver need were identified: communication, support system, and self care.As well, a gap in support of not having someone available to provide emotional and practical support and advocacy was articulated.Results from this study suggest the health care system could better serve women by being more aware of and responsive to women's needs, developing better communication, involving women caregivers as full team members, and developing a socialwork position within the palliative care team dedicated to providing emotional support, information, and advocacy to the female caregiver.Women caregivers in palliative care v
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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 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 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".