Burdens of Family Caregiving at the End of Life
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A patient's ability to be cared for and to die at home is heavily dependent upon the efforts of family caregivers. Considerable stresses are associated with such caregiving, including physical, psychosocial and financial burdens. Research has shown that unmet needs and dissatisfaction with care can lead to negative outcomes for caregivers. While many family caregivers also report caregiving as life-enriching, some report that they would prefer alternatives to care at home, primarily because of these associated burdens. Little is known about which interventions are most effective to support family caregivers ministering palliative care at home. Well-designed studies to test promising interventions are needed, followed by studies of the best ways to implement the most effective interventions. Clinically effective practice support tools in palliative home care are warranted to identify family caregiver needs and to ensure that patients and their family caregivers have a choice about where care is provided.
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.
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.016 |
| 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 it