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Published on: March 1, 2024
Inpatient Recovery of Function After Knee Replacement: A Longitudinal Evaluation Across Four Sequential Care Pathway
Jelmer Jager1,2, Wim van Houtert3,4, Wim P Krijnen4
1Faculty of Health University of Applied Sciences Leiden Leiden the Netherlands.
Predicting inpatient recovery of activities after total knee replacement is challenging as care pathways evolve. Models require frequent updates and local recalibration for continued accuracy in predicting patient independence post-surgery.
Area of Science:
- Orthopedics
- Rehabilitation Medicine
- Health Services Research
Background:
- Inpatient recovery of activities (IRoA) is crucial after total knee replacement (TKR), indicating regained patient independence.
- Preoperative prediction of IRoA aids decision-making but may lose accuracy with evolving healthcare pathways.
Purpose of the Study:
- To assess the stability of IRoA predictors across different TKR care pathway redesigns.
- To evaluate the temporal transportability of IRoA prediction models over time.
Main Methods:
- Retrospective longitudinal cohort study of 1853 TKR patients (2009-2020).
- Analysis across four sequential care pathway periods (Joint-Care, Function Tailored, Fast Track, Prehabilitation).
- IRoA assessed via modified Iowa Levels of Assistance Scale (mILAS); predictors selected using multinomial regression and AIC.
Main Results:
- Predictor stability varied significantly across care pathways; age was consistently important, while others like BMI were not retained.
- Model performance declined when applied to later care pathways, with predicted correct proportions dropping.
- The Prehabilitation model achieved a predicted correct proportion of 0.65 within its own period.
Conclusions:
- Prediction of IRoA after TKR is sensitive to changes in care pathway design.
- Variable predictor relevance and declining model performance limit temporal transportability.
- Continuous model updating and local recalibration are essential for maintaining clinical utility in dynamic healthcare settings.
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