Home Care Evolution in Alberta: How Have Palliative Clients Fared?
Bibliographic record
Abstract
This study compared palliative and non-palliative home care clients, services and providers, and described changes over a decade of health system reform (1991/92-2000/01). Complete individual-anonymous data from Alberta's home care database were analyzed. Over these 10 years, 7.0% of all home care clients were classified as palliative. The proportion of home care clients who were classified as palliative varied from 2.2% to 9.6% among health regions. The number of palliative clients more than doubled, although this growth was less than that of short-term clients. Home support aides were the most common home care provider, and personal care was the most common service provided to all clients. Although the average number of care hours prior to death for palliative clients increased from 40.9 to 87.9 hours, the relatively small amount of home care provided to dying persons raises concerns about informal caregiver burden and possible overreliance on hospitals to provide end-of-life care.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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".