Impact of Palliative Care Consultations on Resource Utilization in the Final 48 to 72 Hours of Life at an Acute Care Hospital in Ontario, Canada
Bibliographic record
Abstract
A wealth of literature and economic analyses has shown that palliative care is associated with significant cost reductions compared to nonpalliative care. However, no one has assessed the impact of an inpatient palliative care consultation service on costs at the very end of life (48 to 72 hours before death). This retrospective cohort review of 100 inpatients at a large hospital in Ontario examines the effect of palliative care consultations on seven independent cost categories during this period: medical-imaging costs, physician costs, laboratory costs, pharmaceutical costs, other health professional costs, food services costs, and unit costs. Our study shows that patients who receive palliative care consultations are associated with significantly lower costs in the final 48 to 72 hours of life than their nonpalliative counterparts. Another significant finding was that the degree of cost reduction at the very end of life appears to be relative to how soon after the patient's admission the palliative care consultation was initiated.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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".