Understanding the needs of family caregivers of older adults dying with dementia
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
OBJECTIVES: A challenge in understanding the needs of dementia family caregivers (DFC) within the purview of dementia as a terminal illness rests on the fact that literature in this area is dispersed across disciplines and not specifically grounded within the realm of palliative care. The objective of this paper is to describe the domains of DFC needs and their impact on the delivery of palliative care services. METHODS: A literature search pertaining to dementia family caregivers and palliative/end-of-life care was conducted using the databases Medline, CINHAL, Ageline, PsychInfo, and Scopus for articles published in the English language between 1997 and 2011. RESULTS: Supporting family caregivers of individuals with dementia throughout the disease trajectory requires consideration of caregivers : (1) physical, emotional, and psychological needs; (2) information and decisional support needs; and (3) instrumental support needs. The unique nature and prolonged duration of these needs directly influences the palliative care services and supports required by these family caregivers. SIGNIFICANCE OF RESULTS: Understanding the scope of DFC needs help further our understanding of how these needs may impact the delivery of palliative care services, and assists in developing a model of care for those dying from dementia and for their family caregivers.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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