Saturday allied health services for geriatric evaluation and management: A controlled before‐and‐after trial
Bibliographic record
Abstract
OBJECTIVE: To assess the effect of Saturday allied health services on a geriatric evaluation and management ward. METHODS: A controlled before-and-after trial at two wards. Allied health services were added to usual weekday staffing on Saturdays for 6 months on the experimental ward. Length of stay, functional independence, readmissions, discharge destination and costs were evaluated at pre-intervention (N = 331) and intervention (N = 462). RESULTS: Relative to the comparison ward, the experimental ward had longer length of stay (mean 7.8 days, 95% CI 4.7-10.8), fewer readmissions (mean 3.1 days, 95% CI 0.6-5.7) and no difference in the proportion discharged home. Cost-effectiveness demonstrated no significant difference in cost ($2639, 95% CI $-386 to $5647) and functional independence gain (3.6 units, 95% CI 0.8-6.5) favouring the experimental ward. CONCLUSION: These findings do not support the provision of additional Saturday allied health services in geriatric evaluation and management to reduce length of stay.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".