Skip to main content
. 2018 Jun 18;13(6):e0199215. doi: 10.1371/journal.pone.0199215

Table 3. Resulting multiple linear regression models for the mobility measures and gait parameters.

The adjusted R2 is shown along with the root-mean square error (RMSE) and the 10-fold cross-validated RMSE (CV-RMSE). All models and remaining independent variables are significant at p < 0.001. The variables selected are walking speed (S), height (H), age (A) and gender (G).

Dependent Variable Multiple Linear Regression Model Adjusted R2 RMSE CV-RMSE
Mobility Measures (with walking speed (S))
 3mTUG (s) = 8.501 − 4.418 ⋅ S + 0.034 ⋅ H + 0.029 ⋅ A 0.473 1.205 1.221
 7mTUG (s) = 17.321 − 6.344 ⋅ S + 0.022 ⋅ H + 0.039 ⋅ A 0.532 1.496 1.497
 10mWT (s) = 15.537 − 5.902 ⋅ S 0.904 0.378 0.388
 sit-to-stand (s) = 1.262 − 0.371 ⋅ S + 0.006 ⋅ A + 0.160 ⋅ G 0.226 0.292 0.293
 stand-to-sit (s) = 2.391 − 0.471 ⋅ S + 0.006 ⋅ A 0.084 0.499 0.506
Gait Parameters (with walking speed (S))
 cadence (steps/min) = 159.200 + 39.833 ⋅ S − 0.567 ⋅ H 0.763 5.240 5.335
 ankle velocity (deg/s) = 286.250 + 47.675 ⋅ S − 0.736 ⋅ H − 20.633 ⋅ G 0.270 17.921 18.282
 stride time (s) = 0.660 − 0.345 ⋅ S + 0.005 ⋅ H 0.735 0.049 0.050
 stride length (m) = −0.238 + 0.418 ⋅ S + 0.005 ⋅ H 0.667 0.068 0.069
Mobility Measures (without walking speed (S))
 3mTUG (s) = −1.248 + 0.051 ⋅ H + 0.049 ⋅ A 0.252 1.436 1.444
 7mTUG (s) = 3.228 + 0.048 ⋅ H + 0.070 ⋅ A 0.276 1.868 1.870
 10mWT (s) = 6.378 + 0.028 ⋅ A 0.142 1.128 1.134
 sit-to-stand (s) = 0.678 + 0.008 ⋅ A + 0.146 ⋅ G 0.193 0.298 0.301
 stand-to-sit (s) = 1.637 + 0.009 ⋅ A 0.066 0.504 0.511
Gait Parameters (without walking speed (S))
 cadence (steps/min) = 244.310 − 0.669 ⋅ H − 0.306 ⋅ A 0.398 8.342 8.402
 ankle velocity (deg/s) = 324.990 − 0.598 ⋅ H − 17.100 ⋅ G 0.060 20.264 20.524
 stride time (s) = −0.088 + 0.006 ⋅ H + 0.003 ⋅ A 0.402 0.073 0.075
 stride length (m) = 0.197 + 0.006 ⋅ H 0.181 0.106 0.107