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Table 10 Prediction refinement method comparison results

From: Freezing of gait assessment with inertial measurement units and deep learning: effect of tasks, medication states, and stops

Model

Segment-F1@50

Sample-F1

Mean

t-test

Mean

t-test

Initial prediction block + Pre-defined approach

0.54

p = 0.020

0.64

p = 0.192

Initial prediction block + DL refinement approach

0.60

0.67

Initial prediction block

0.32

p < 0.005

0.50

p = 0.008

Initial prediction block + DL refinement approach

0.60

0.67