Multimodal Cognitive Health Dashboard

Integrated assessment of structural, electrophysiological, and digital biomarkers.

Overall Cognitive Risk (ADNI Fusion)

0.00 Fusion Score
Low

Load a patient profile or adjust parameters to calculate the overall probability of cognitive impairment.

Multimodal Integration Schema

Brain MRI

--

Telemetry

--

Sleep EEG

--

Motor EEG

--

Clinical EHR

--

RF Classifier Fusion Model

Integrates biological, clinical, and behavioral features to estimate overall dementia risk.

Breakthrough by Assessment Phase

Phase 1

Brain MRI (ResNet18)

MRI Risk: --
Classification: --
Relative Probability
Phase 2

Smartphone Telemetry (Random Forest)

Smartphone Risk: --
Average Sleep Duration: --
Behavioral Risk Index
Phase 3

Sleep EEG (Random Forest)

Sleep EEG Risk: --
Sleep Efficiency: --
Sleep Architecture Quality
Phase 4

Motor Imagery EEG (CSP-SVM)

Motor EEG Risk: --
Signal Consistency: --
Sensorimotor Signal Degradation

Phase 1: Structural Magnetic Resonance Imaging Analysis

Drag and drop an MRI scan or click to browse

(Supports JPG, PNG - Automatically resized to 224x224)

Select a quick test image:

Awaiting MRI Scan
MRI Classification: --
Model Confidence: --
Calculated MRI Risk: --

Class Distribution:

Cognitively Normal (CN):
0%
Very Mild Impairment:
0%
Mild Impairment:
0%
Moderate Impairment / Dementia:
0%

Phase 2: Digital Biomarkers from Smartphone Usage

Simulated passive keyboard, GPS, and sleep telemetry. Adjust the sliders to recalculate the behavioral risk index in real-time.

30.0
250
10.0%
500m
1.0h
7.0h
Smartphone Telemetry Risk Index
0.00

This RandomForest classifier computes risk based on keyboard kinematic typing variability and mobility radius contraction, which are established behavioral markers for mild cognitive impairment and early-stage dementia.

Phase 3: Sleep Polysomnography and EEG Analysis

Upload Sleep EEG EDF File

Select Clinical Sleep Profile:

Patient Hypnogram (Sleep Architecture)

Wake N1 N2 N3 REM
Sleep Efficiency 0%
Deep Sleep Percentage (N3) 0%
REM Percentage 0%
Sleep Risk (Classifier) 0.00

Phase 4: Motor Imagery Electroencephalography (EEG)

Upload Motor EEG EDF File

Select Subject / Task Session:

Filtered Signal Segment (8-30 Hz) - Channel C3 / C4

Motor Imagery Task Results

Consistency: --
CSP EEG Risk: --
Detailed Task Intentions Identified (T1/T2):

Phase 5: EHR Clinical Data & ADNI Multimodal Fusion

Enter clinical variables from the electronic health record. These variables determine the baseline clinical EHR risk score feeding the final fusion layer.

Electronic Health Record (EHR) Profile

Final Multimodal Fusion Integration

EHR Clinical Risk: 0.00

Biomarkers Aggregated into Fusion Classifier:

Riesgo MRI: 0.00
Riesgo Smartphone: 0.00
Riesgo Sleep EEG: 0.00
Riesgo Motor EEG: 0.00
EHR Clinical Risk: 0.00
Brain Health Risk Score: 0.00
Clinical Classification: --

Saved Patient Records (SQLite Database)

Patient Name Age / Sex MRI Score Telemetry Sleep EEG Motor EEG Fusion Score Clinical Notes Saved Date Actions
No records found. Select a case study and save it, or run an analysis.