1. A multicenter prospective study validated a nomogram to predict individual risk of dependence in ambulation after rehabilitation
- Author
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Bruno Bernardini, Luigi Baratto, Costanza Pizzi, Annibale Biggeri, Giovanna Cerina, Viviana Colantonio, Carla Corsini, Sara Ghirmai, Marco Pagani, Stefania Fracchia, Marisa Gardella, Dolores Catelan, Maria Luisa Malosio, and Elisa Malagamba
- Subjects
Adverse clinical syndromes ,Care pathways ,Decision curve analysis ,Lasso regression ,Postacute rehabilitation ,Prognostic nomogram ,Post-acute rehabilitation ,Epidemiology ,Adverse Clinical Syndromes ,Decision Curve Analysis ,Prognostic Nomogram - Abstract
To develop the FRIDA (Functional Risk Index for Dependence in Ambulation) score, a nomogram to predict individual risk of dependence in ambulation at discharge (DAD) from post-acute rehabilitation and validate its performance temporally and spatially.We analyzed the database of a multicenter prospective observational quality cohort study conducted from January 2012 to March 2016, including data from 8796 consecutive inpatients who underwent rehabilitation after stroke, hip fracture, lower limb joint replacement, debility, and other neurologic, orthopedic, or miscellaneous conditions.A total of 3026 patients (34.4%) were discharged with DAD. In the training set of 5162 patients (58.7%), Lasso-regression selected advanced age, premorbid disability, and eight indicators of medical and functional adverse syndromes at baseline to establish the FRIDA score. At the temporal validation obtained on a set of 3234 patients (41.3%), meta-analysis showed that the FRIDA score had good homogeneous discrimination (I2= 0.0%) (synthetic AUC 0.84, 95% CI= 0.83-0.86) combined with accurate calibration (synthetic Log O/E ratio 0.02, 95% CI -0.16-0.19). These performances remained stable at spatial validation obtained on 3626 patients from 9 facilities, with higher heterogeneity. Decision curve analyses showed that a FRIDA score-supported strategy far outperformed the usual "treat all" approach in each impairment categories.The FRIDA score is a new clinically useful tool to predict individual risk for dependence in ambulation at rehabilitation discharge across many different disabilities.
- Published
- 2023