A Review of Pediatric Palliative Care Service Utilization in Children With a Progressive Neuromuscular Disease Who Died on a Palliative Care Program
Bibliographic record
Abstract
Recent studies and consensus statements have expressed the need to involve palliative care services in the care of children with progressive neuromuscular diseases (PMD), yet there have been no reviews of the utilization of palliative care services by children who died on a palliative care program. We conducted a retrospective chart review of all children who had a PMD who died on a single-center palliative care program. Twenty cases were identified. Services utilized by these patients included respite care, transition services, pain and symptom management, and end-of-life care. Prominent symptoms in the last 24 hours of life included respiratory distress, pain, nausea/vomiting, and anxiety; however, symptom management was very good. Utilization of services differed depending on the disease trajectory, with respite playing a critical role in the care of children with PMD. Good symptom management can be achieved.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.008 | 0.010 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".