Innovative Urgent Care for the Palliative Patient at Home
Bibliographic record
Abstract
Palliative and end-of-life patients in their homes are at risk of developing symptom crises requiring urgent care. The usual care for these patients involves transport to an Emergency Department (ED) despite the preference of most palliative patients to stay home. The objective of this initiative was to develop an innovative strategy to provide collaborative care in the home to alleviate symptoms and avoid transport. A partnership was created among Emergency Medical Services and Community Care staff, physicians, and leaders to enable patients to stay at home with existing resources during symptom crisis. As a result of the initiative, patients were able to stay at home more frequently. When patients required transport to the ED, it occurred after attempted symptom management in the home. A total of 110 calls were tracked in the first 18 months of the initiative. Of those, 61% ended with the patient staying home, in alignment with their preferred place of care at the end of life. A collaborative approach by care providers in the community enabled patients to stay home despite symptom crisis near the end of life.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".