Improved functional ability and independence in activities of daily living for older adults at high risk of hospital readmission: a randomized controlled trial
Bibliographic record
Abstract
OBJECTIVE: During hospitalization older people often experience functional decline which impacts on their future independence. The objective of this study was to evaluate a multifaceted transitional care intervention including home-based exercise strategies for at-risk older people on functional status, independence in activities of daily living (ADLs) and walking ability. METHODS: A randomized controlled trial was undertaken in a metropolitan hospital in Australia with 128 patients (64 intervention, 64 control) aged over 65 years with an acute medical admission and at least one risk factor for hospital readmission. The intervention group received an individually tailored programme for exercise and follow-up care which was commenced in hospital and included regular visits in hospital by a physiotherapist and a registered nurse, a home visit following discharge and regular telephone follow-up for 24 weeks following discharge. The programme was designed to improve health-promoting behaviours, strength, stability, endurance and mobility. Data were collected at baseline, then 4, 12 and 24 weeks following discharge using the Index of ADL, Instrumental Activities of Daily Living (IADL) and the Walking Impairment Questionnaire (WIQ; modified). RESULTS: Significant improvements were found in the intervention group in IADL scores (P < 0.001), ADL scores (P < 0.001) and WIQ scale scores (P < 0.001) in comparison to the control group. The greatest improvements were found in the first 4 weeks following discharge. CONCLUSIONS: Early introduction of a transitional model of care incorporating a tailored exercise programme and regular telephone follow-up for hospitalized at-risk older adults can improve independence and functional ability.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".