## 3 Methods
### The NeuroPredict Platform
#### 3.1.4 Medical Monitoring and Evaluation Functionalities in the NeuroPredict Platform
\begin{table}
\begin{tabular}{c c c} \hline \hline
**Category** & **Functionality** & **Modality/** \\  & & **Available Devices** \\ \hline \multirow{2}{*}{\begin{tabular}{c} Motor functions \\ Monitoring \\ \end{tabular} } & Abnormal movement & Accelerometer + Gyroscope/ \\  & (+abnormal movements during sleep) & Gaitband \\ \cline{2-3}  & Posture analysis & GPS and GSM-based devices/ \\  & GaitBand, Fitbit Charge 5 \\ \cline{2-3}  & Gait analysis & Accelerometer + Gyroscope/ \\  & Gaitband \\ \cline{2-3}  & Fall detection & Multimodal assessment/ \\  & Accelerometer + Gyroscope/ \\  & Gaitband \\ \cline{2-3}  & Mobility symptoms logs & User reported mobility issues through predefined input \\  & forms in the platform \\ \hline \multirow{2}{*}{\begin{tabular}{c} Cognitive functions \\ monitoring \\ \end{tabular} } & Form-based testing integrated into the & \multicolumn{2}{c}{NeuroPresdict platform} \\  & NeuroPredict platform & Form-based testing integrated into the \\  & NeuroPredict platform \\ \cline{2-3}  & Reaction time analysis & Application/ \\  & Stimulus–response testing setup integrated into the & \\  & NeuroPredict platform \\ \cline{2-3}  & Electrical brain activity monitoring & EEG cap/ \\  & EEG Muse Headband \\ \cline{2-3}  & Cognitive issues logs & User reported cognitive issues through predefined input \\  & forms in the platform \\ \hline \multirow{2}{*}{\begin{tabular}{c} Sleep monitoring \\ \end{tabular} } & Sleep quality assessment through & Multimodal assessment: cardiac activity sensor, \\  & polysomnography & accelerometer, GPS, EEG cap/ \\  & Oura Smart Ring, Fitbit Charge 5, Withings ECG Move, \\  & EEG Muse Headband \\ \cline{2-3}  & Sleep disorders assessments through & User reported SD issues through predefined input forms \\  & standardized tests & in the platform \\ \cline{2-3}  & Voice processing for speech clarity & Microphone/ \\  & Integrated into a smartphone or a laptop \\ \hline \multirow{2}{*}{\
\begin{tabular}{c} Daily activities \\ monitoring \\ \end{tabular} } & Daily activities identification & Multimodal assessment: Accelerometer, ambient PIR, \\  & GPS, Cardiac activity tracker/ \\  & Fitbit Charge 5, Withings ECG Move, Gaitband, \\  & Ambient BlackBox \\ \cline{2-3}  & Physical activities identification & Multimodal assessment: Accelerometer, ambient PIR, \\  & GPS, Cardiac activity tracker/ \\  & Fitbit Charge 5, Withings ECG Move, Gaitband, \\  & Ambient BlackBox \\ \hline \multirow{2}{*}{
\begin{tabular}{c} Daily activities issues logs \\ \end{tabular} } & User/caregiver reported issues in performing daily \\  & activities through predefined input forms in \\  & the platform \\ \hline \hline \end{tabular}
\end{table} 
Table 3: Medical monitoring and evaluation functionalities of the NeuroPredict platform. The identified monitoring and evaluation functionalities are described in the following paragraphs. * Cognitive function assessment  
The platform integrates cognitive function evaluation through the following: (a) standardized tests for cognitive impairments; (b) reaction speed assessment tests; and (c) electrical brain activity monitoring. The standardized tests included in the platform include the following: (1) Mini-Mental State Examination (MMSE) and (2) the Montreal Cognitive Assessment (MoCA). The platform also allows the creation of different tests, using forms for inputting new questions and scoring for them. Tests may be given to patients and filled out by them directly through the platform, or forms may be downloaded as PDFs and filled out on paper by the subjects. Electrical brain activity is monitored using the Muse ECG Headband integrated into the platform using the data acquisition module. * Motor symptoms monitoring  
The motor symptoms designed to be monitored in the NeuroPredict platform include the following: (a) abnormal movement detection; (b) posture analysis; (c) gait analysis; (d) fall detection; and (e) abnormal movement during sleep (integrated into the polysomnography module).