## 3 Results
### Observed Network Performance
\begin{table}
\begin{tabular}{c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Model**} & **EMG** & **SENS** & \multirow{2}{*}{_p-Value_} & **SP** & \multirow{2}{*}{_p-Value_} & **ACC** & \multirow{2}{*}{_p-Value_} & **F1** & \multirow{2}{*}{_p-Value_} \\  & **Type** & \(\pm\)** SD (\%)** & & & \(\pm\)**SD (\%)** & & & \(\pm\)**SD (\%)** & \\ \hline \multirow{2}{*}{2G-B} & Paretic & \(66.69\pm 16.53\) & \multirow{2}{*}{0.2444} & \(66.69\pm 16.53\) & \multirow{2}{*}{0.2444} & \(85.66\pm 14.65\) & \multirow{2}{*}{0.118} & \multirow{2}{*}{\(64.05\pm 18.90\)} & \multirow{2}{*}{0.1008} \\ \cline{2-2} \cline{5-8}  & Fusion & \(64.31\pm 11.90\) & & & \(64.31\pm 11.90\) & & & \(82.90\pm 9.64\) & & \(60.44\pm 11.07\) & \\ \hline \multirow{2}{*}{3G-A} & Paretic & \(49.00\pm 10.08\) & \(2.6326\times\) & \(76.15\pm 6.57\) & \multirow{2}{*}{\(6.478\times 10^{-10}\)***} & \multirow{2}{*}{\(73.01\pm 9.20\)} & \multirow{2}{*}{\(1.1939\times\)} & \multirow{2}{*}{\(45.46\pm 13.55\)} & \multirow{2}{*}{\(1.5866\times\)} \\ \cline{2-2} \cline{5-8}  & Fusion & \(59.54\pm 9.90\) & \(10^{-12}\)*** & & \(81.82\pm 6.07\) & & & \(78.42\pm 7.76\) & \(10^{-5}\)*** \\ \hline \multirow{2}{*}{4G-A} & Paretic & \(47.36\pm 9.99\) & \multirow{2}{*}{0.277} & \(84.34\pm 4.21\) & \multirow{2}{*}{\(0.4839\)} & \multirow{2}{*}{\(78.37\pm 6.20\)} & \multirow{2}{*}{\(0.6892\)} & \multirow{2}{*}{\(45.74\pm 11.77\)} & \multirow{2}{*}{0.0637} \\ \cline{2-2} \cline{5-8}  & Paretic & \(48.78\pm 8.40\) & & & \(84.71\pm 3.08\) & & & \(78.68\pm 4.60\) & & \(48.57\pm 9.63\) & \\ \hline \multirow{2}{*}{5G-A} & Paretic & \(42.91\pm 10.46\) & \(2.3245\times\) & \(87.12\pm 3.10\) & \multirow{2}{*}{\(0.0483\)} & \multirow{2}{*}{\(79.93\pm 5.15\)} & \multirow{2}{*}{\(0.0287\)} & \multirow{2}{*}{\(39.28\pm 10.07\)} & \multirow{2}{*}{\(1.4523\times\)} \\ \cline{2-2} \cline{5-8}  & Fusion & \(47.57\pm 6.69\) & \(10^{-4}\)*** & & \(87.86\pm 2.05\) & & & \(81.28\pm 3.30\) & \(46.71\pm 7.52\) & \(10^{-5}\)*** \\ \hline \multirow{2}{*}{6G-A} & Paretic & \(37.77\pm 8.64\) & \multirow{2}{*}{\(1.2787\times\)} & \(88.18\pm 2.122\) & \multirow{2}{*}{\(80.0054\)**} & \multirow{2}{*}{\(80.64\pm 3.75\)} & \multirow{2}{*}{\(0.0083\)**} & \multirow{2}{*}{\(33.17\pm 8.84\)} & \multirow{2}{*}{\(6.543\times\)} \\ \cline{2-2} \cline{5-8}  & Fusion & \(43.24\pm 8.62\) & \(10^{-5}\)*** & & \(89.00\pm 1.99\) & & & \(81.99\pm 3.37\) & \\ \hline \multirow{2}{*}{7G-A} & Paretic & \(33.99\pm 8.00\) & \multirow{2}{*}{\(0.0592\)} & \(89.50\pm 1.59\) & \multirow{2}{*}{\(0.5087\)} & \multirow{2}{*}{\(82.27\pm 2.86\)} & \multirow{2}{*}{\(0.5768\)} & \multirow{2}{*}{\(30.34\pm 7.69\)} & \multirow{2}{*}{\(2.3736\times\)} \\ \cline{2-2} \cline{5-8}  & Fusion & \(35.99\pm 6.90\) & & \(89.64\pm 1.25\) & & & \(82.47\pm 2.26\) & & \(35.11\pm 7.88\) & \\ \hline \multirow{2}{*}{6G-NR-A} & Paretic & \(40.14\pm 8.85\) & \multirow{2}{*}{\(0.4942\)} & \(88.04\pm 1.78\) & \multirow{2}{*}{\(0.4910\)} & \multirow{2}{*}{\(80.09.29\pm 2.95\)} & \multirow{2}{*}{\(0.5113\)} & \multirow{2}{*}{\(36.42\pm 7.99\)} & \multirow{2}{*}{\(0.0023\)**} \\ \cline{2-2} \cline{5-8}  & Fusion & \(40.96\pm 8.13\) & & \(88.21\pm 1.63\) & & & \(80.36\pm 2.95\) & & \(40.02\pm 8.51\) & \\ \hline \hline \end{tabular}
\end{table} 
Table 2: Mean performance of a CNN-LSTM model classification, averaged across different gesture combinations, on the stroke EMG dataset A.