Table 2.
Features most correlated with the ground truth severity scores for the finger-tapping task.
Feature | Statistic | r | p-value | Rank |
---|---|---|---|---|
Speed | Inter-quartile range | −0.56 | 10−33 | 1 |
Median | −0.52 | 10−27 | 2 | |
Maximum | −0.32 | 10−10 | 6 | |
Amplitude | Median | −0.50 | 10−25 | 3 |
Maximum | −0.41 | 10−17 | 4 | |
Frequency | Inter-quartile range | 0.32 | 10−10 | 5 |
Standard deviation | 0.29 | 10−8 | 8 | |
Period | Entropy (i.e., irregularity) | 0.32 | 10−10 | 7 |
Variance (normalized by the average period) | 0.28 | 10−8 | 9 | |
Inter-quartile range | 0.27 | 10−7 | 10 |
The ground truth scores are obtained from the aggregate of expert ratings. r and p-value indicate Pearson’s correlation coefficient and significance level (obtained by correlation test), respectively. Features are ranked based on the correlation coefficients (the rank-1 feature is the most correlated with the ground truth severity scores).