Table 3. Participant data used to train and test the EPNN model.
P# | Predictors | OT | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. SA | 2. BT | 3. CN | 4. EE | 5. EW | 6. FC | 7. FB | 8. FT | 9. HB | 10. HT | 11. KY | 12. LC | 13. PL | 14. SC | 15. RR | 16. TL | 17. BK | 18. TM | ||
1 | 0 | 1.16 | 1.48 | 0.00 | 0.10 | 2.62 | 0.26 | 0.34 | 0.41 | 0.34 | 2.17 | 1.81 | 1.44 | 1.74 | 0.34 | 2.12 | 1.84 | -0.92 | 2 |
2 | 1 | 1.90 | 1.28 | 0.10 | -0.22 | 3.31 | 0.64 | 0.11 | 0.47 | 0.53 | 2.37 | 3.87 | 2.13 | 3.48 | 0.18 | 3.99 | 1.39 | -3.22 | 2 |
3 | 0 | 3.48 | 2.14 | 1.60 | 1.39 | 3.66 | 1.03 | 0.71 | 1.15 | 0.94 | 3.03 | 1.40 | 3.12 | 4.79 | 0.99 | 3.04 | 3.22 | 1.39 | 1 |
4 | 0 | 1.86 | 1.41 | 0.59 | 0.41 | 2.47 | 1.06 | 0.26 | 0.47 | 0.26 | 1.46 | 1.03 | 1.06 | 1.82 | 0.59 | 2.56 | 1.90 | 0.69 | 3 |
5 | 1 | 0.99 | 0.73 | 0.46 | 0.77 | 2.41 | 0.83 | -0.21 | 0.19 | 0.02 | 1.57 | 1.05 | 0.48 | 1.81 | 0.39 | 2.16 | 2.08 | -0.92 | 2 |
6 | 0 | 1.83 | 3.33 | 1.00 | 1.48 | 4.79 | 0.58 | -0.29 | -0.08 | -0.60 | 4.79 | 4.79 | 4.79 | 4.79 | 0.12 | 3.04 | 2.63 | -0.92 | 2 |
7 | 1 | 3.68 | 4.79 | 0.34 | 0.00 | 4.79 | 1.41 | 0.34 | 0.00 | 0.18 | 4.79 | 4.79 | 3.47 | 4.79 | 0.88 | 4.79 | 3.37 | 0.10 | 1 |
8 | 1 | 3.00 | 4.79 | 0.39 | 1.90 | 4.79 | 0.21 | 0.38 | 0.41 | 0.36 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 3.70 | 2.32 | -1.83 | 3 |
9 | 0 | 4.79 | 1.77 | 1.27 | 1.28 | 2.31 | 1.75 | -0.40 | -0.67 | -0.31 | 2.10 | 2.25 | 1.11 | 1.95 | 0.63 | 2.92 | 2.22 | -1.83 | 1 |
10 | 0 | 2.58 | 4.79 | 1.35 | 0.00 | 4.79 | 1.33 | -0.08 | 1.04 | 0.41 | 4.79 | 4.79 | 4.79 | 4.79 | 0.00 | 4.75 | 2.80 | -1.83 | 3 |
11 | 1 | 0.99 | 0.96 | -0.11 | 0.18 | 1.97 | -0.11 | 0.18 | -0.11 | -0.11 | 1.03 | 1.03 | 0.92 | 1.65 | -0.11 | 2.35 | 2.05 | -0.92 | 2 |
12 | 0 | 1.77 | 1.11 | 0.61 | 1.17 | 2.63 | 0.59 | -1.24 | 0.68 | 0.52 | 1.54 | 1.09 | 0.97 | 1.91 | 0.19 | 2.40 | 2.00 | -1.83 | 2 |
13 | 0 | 3.68 | 4.79 | 1.99 | 1.57 | 4.52 | 1.25 | 0.18 | 0.59 | 0.41 | 2.80 | 4.79 | 4.79 | 4.79 | 0.26 | 3.43 | 2.42 | -3.22 | 1 |
14 | 0 | 1.56 | 2.35 | 1.88 | 1.83 | 3.14 | 0.56 | 0.13 | 0.50 | 0.69 | 3.33 | 1.95 | 2.26 | 4.33 | 1.84 | 3.58 | 2.46 | -2.66 | 1 |
15 | 1 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 1.35 | 4.79 | 1.75 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 1.76 | 5.70 | 3 |
16 | 1 | 1.26 | 2.20 | -0.07 | -0.07 | 2.83 | 0.98 | 0.26 | 0.54 | 0.18 | 2.65 | 4.79 | 4.79 | 4.79 | -0.53 | 3.54 | 3.05 | 1.39 | 1 |
17 | 0 | 0.88 | 0.25 | -0.43 | -0.25 | 1.59 | 0.00 | 0.10 | -0.51 | -0.46 | 1.50 | 0.10 | 0.41 | 1.43 | -0.53 | 1.05 | 1.70 | -1.83 | 1 |
18 | 1 | 1.18 | 1.14 | 0.03 | 4.79 | 4.79 | 0.11 | 0.39 | 0.03 | 0.00 | 2.12 | 4.79 | 4.79 | 1.91 | 0.47 | 2.43 | 1.69 | -0.92 | 3 |
19 | 0 | 4.79 | 4.79 | 4.79 | 4.79 | 4.79 | 0.96 | 0.50 | 4.79 | 0.63 | 4.79 | 4.79 | 4.79 | 4.79 | -0.42 | 4.79 | 1.39 | -0.92 | 1 |
A | N/A | 2.43 | 2.57 | 1.08 | 1.36 | 3.52 | 0.96 | 0.16 | 0.77 | 0.30 | 2.97 | 3.09 | 2.93 | 3.43 | 0.78 | 3.23 | 2.23 | -0.76 | N/A |
S | N/A | 0.49 | 1.35 | 1.64 | 1.44 | 1.64 | 1.13 | 1.03 | 0.50 | 1.45 | 0.52 | 1.35 | 1.76 | 1.75 | 1.44 | 1.48 | 1.04 | 0.57 | N/A |
EPNN: Enhanced probabilistic neural networks; P#: Participant number; SA: Stroke affected side; BT: WMFT basket; CN: WMFT can; EE: WFMT extend elbow; EW: WMFT extend elbow weight; FC: WMFT flip cards; FB: WMFT forearm to box; FT: WMFT forearm to table; HB: WMFT hand to box; HT: WMFT hand to table; KY: WMFT key; LC: WMFT lift paper clip; PL: WMFT pencil; SC: WMFT stack checkers; RR: WMFT reach retrieve; TL: WMFT towel; BK: BKT; WMFT: Wolf motor function test; TM: Touch monofilament; OT: Output; A: Average; S: CI therapy deviation.