Establishing an integrated model of subacute care for the frail elderly
Bibliographic record
Abstract
The current health system in Ontario is not designed to meet the needs of frail older adults. This is particularly true for older adults hospitalized due to exacerbation of chronic illness or medical crisis. This article describes the Subacute Care Unit for the Frail Elderly (SAFE) program, one which is designed to serve frail older patients who are at risk of deconditioning or disability associated with prolonged hospitalization but who may safely return home or to a retirement home following up to 4 weeks of subacute care in a restorative environment. The program centres on an intense restorative and integrated care delivery model. The patient population is medically complex, requiring medical supervision and regular adjustment to the care plan to optimize medical status. Individuals are no longer acutely ill and are considered stable or stabilizing. Care and services are designed to improve outcomes for hospitalized frail older adults by proactively addressing the conditions that contribute to alternate level of care before the deconditioning associated with prolonged hospitalization is experienced.
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".