The Impact of Integrated Multidisciplinary Palliative Care Program on Symptoms in Patients at the Palliative Care Ward—An Audit and a Protocol of Prospective Controlled Investigation
Bibliographic record
Abstract
An integrated multidisciplinary palliative care (IMPC) program is a promising tool to improve symptom control in patients at the end of life. The aim was to study the feasibility of the IMPC program in patients at the palliative care (PC) ward. A retrospective audit, using the extended Edmonton Symptom Assessment Scale (ESAS), was conducted on the PC ward of the university hospital. Consecutive patients who were admitted for the IMPC program during 1 year were considered. One hundred forty-eight cases (93% with underlying cancer) were analyzed. The intensity of pain levels, nausea, vomiting, shortness of breath, and sleep disorders decreased at least by 50% ( P < .0001) during the 13 (median) days of IMPC. Integrated multidisciplinary PC program was associated with symptom improvements in patients at the PC ward. The information generated supports sample size calculation for a prospective controlled trial.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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".