Assessment of Home-Time After Acute Ischemic Stroke in Medicare Beneficiaries
Bibliographic record
Abstract
BACKGROUND AND PURPOSE: Stroke survivors have identified home-time as a meaningful outcome. We evaluated home-time as a patient-centered outcome in Medicare beneficiaries with ischemic stroke in comparison with modified Rankin Scale (mRS) score at 90 days and at 1 year post event. METHODS: Patients enrolled in Get With The Guidelines-Stroke (GWTG-Stroke) and Adherence Evaluation After Ischemic Stroke-Longitudinal (AVAIL) registries were linked to Medicare claims to ascertain home-time, defined as time spent alive and out of a hospital, inpatient rehabilitation, or skilled nursing facilities, at 90 days and at 1 year after admission. The correlation of home-time with mRS at 90 days and at 1 year was evaluated by Pearson correlation coefficients, and the ability of home-time to discriminate mRS (0-2) was assessed by c-index. RESULTS: There were 815 patients with ischemic stroke (age median, 76 years [interquartile range {IQR}, 70-82]; 46% women; National Institutes of Health Stroke Scale median, 4 [IQR, 2-7]) from 88 hospitals. The 90-day and 1-year median home-times were 79 (IQR, 52-86) days and 349 (IQR, 303-360) days and median mRS were 2 (IQR, 1-4) and 2 (IQR, 1-4). Greater home-time within 90 days was significantly correlated with lower 90-day mRS (Pearson correlation coefficient, -0.731; P<0.0001) and showed strong ability to discriminate functional independence with mRS 0 to 2 (c-index, 0.837). Similar findings were observed at 1 year. CONCLUSIONS: In a population of older patients with ischemic stroke, home-time was readily available from administrative data and associated with mRS at 90 days and 1 year. Home-time represents a novel, easily measured, patient-centered, outcome measure for an episode of stroke care.
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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 | 0.000 |
| 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) | 0.002 | 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".