Predicted Clinical Frailty Scale

1. Predicted Clinical Frailty Scale predicts Clinical Frailty Scale in humans (ICC 0.813, 95% CI 0.761-0.854).

   “In the derivation and validation datasets, the LightGBM models showed excellent agreements between the actual and predicted CFSs”

   Humanssymptomatic chronic heart failuren = 223

   Machine learning-based gait analysis to predict clinical frailty scale in elderly patients with heart failure

   European heart journal. Digital health·20 Dec 2023

More on Clinical Frailty Scale

1. Predicted Clinical Frailty Scale raises the risk of mortality in humans (HR 1.60, 95% CI 1.02-2.50).

   “the higher predicted CFS was independently associated with a higher risk of all-cause death (hazard ratio 1.60, 95% CI 1.02-2.50) after adjusting for significant prognostic covariates”

   Humanssymptomatic chronic heart failuremedian 391 daysn = 417

   Machine learning-based gait analysis to predict clinical frailty scale in elderly patients with heart failure

   European heart journal. Digital health·20 Dec 2023