Aging and Stroke Rehabilitation
Bibliographic record
Abstract
The aim of this study was to assess the specific influence of age on basal functional status and rehabilitation results. We conducted a case-comparison study on 150 stroke inpatients. They were enrolled in homogeneous subgroups, matched for severity of stroke (measured by Canadian Neurological Scale - CNS) and onset admission interval (within 3 days) and divided into five subgroups according to age: or=85 years. Even when severity of stroke was the same, increasing age was associated with greater disability in activities of daily living (ADL) and mobility, minor results of rehabilitation treatment and shorter length of stay. Patients >or=85 years were nearly ten times as likely to show a low response in ADL (OR = 9.28, 95% CI = 2.89-29.76) and nearly six times in mobility (OR = 6.13, 95% CI = 2.18-17.25) than younger patients. However, rehabilitation treatment was efficacious also in patients >or=85 years, with effectiveness of treatment 27.96% on ADL and 18.64% on mobility. On one hand our results confirm the unfavorable influence of age on functional outcome and on the other that inpatient rehabilitation is substantially effective also for very old patients, although less than for younger ones.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".