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Published on: February 22, 2020
Predicting patient-reported stroke outcomes: a validation of the six simple variable prognostic model
Elizabeth Teale1, John Young, Martin Dennis
1Academic Unit of Elderly Care and Rehabilitation, Leeds Institute of Health Sciences, University of Leeds, Leeds, UK.
Cerebrovascular Diseases Extra
|July 31, 2013
Summary
The Six Simple Variable (SSV) model adequately predicts physical outcomes on the Subjective Index of Physical and Social Outcome (SIPSO) measure after stroke. This stroke case-mix model may aid in analyzing patient-reported outcomes in clinical research.
Area of Science:
- Neurology
- Clinical Epidemiology
- Health Services Research
Background:
- Case-mix adjustment is crucial for comparing healthcare outcomes across diverse patient populations.
- The Six Simple Variable (SSV) model is established for adjusting hard stroke endpoints.
- Patient-reported outcome measures (PROMs) lack robust case-mix adjustment models.
Purpose of the Study:
- To assess the utility of the SSV model for case-mix adjustment of a PROM after stroke.
- To evaluate the SSV model's performance in predicting Subjective Index of Physical and Social Outcome (SIPSO) scores.
Main Methods:
- Utilized data from 176 acute stroke patients in a prospective cohort study.
- Applied SSV model beta coefficients to calculate probabilities of 'good' SIPSO outcome.
- Assessed model discrimination using C statistics and visualized predictions with calibration plots.
Main Results:
- The SSV model achieved C statistics of 0.73 for physical and 0.66 for social SIPSO subscales.
- Including deceased patients improved discrimination to 0.76 and 0.70, respectively.
- Calibration plots indicated a tendency towards over-optimistic predictions with wide confidence limits.
Conclusions:
- The SSV model adequately predicts the physical component of the SIPSO PROM post-stroke.
- The SSV model shows potential for case-mix adjustment of SIPSO in stroke survivors.
- This approach could benefit observational studies, clinical trials, and inter-institutional comparisons.