Multimodal fusion model for mental illness prediction

Integrating multimodal datasets to enhance mental health diagnostics and treatment through advanced AI.

Innovative multimodal health data integration

We integrate NIH-MH datasets with wearable data, utilizing advanced AI to enhance mental health diagnostics and treatment through real-time analysis and federated learning across healthcare institutions.

Black tiles with white letters spell out 'MENTAL HEALTH MATTERS' on a textured gray stone surface.

Transforming mental health through innovation.

"

Innovative Health Solutions

Integrating multimodal data for advanced clinical insights and real-time patient monitoring through AI technologies.

Dynamic Fusion Model

Utilizing fMRI, speech, and behavior data with real-time biometrics for enhanced diagnostic accuracy.

Scrabble tiles spelling out the words 'MENTAL HEALTH' are arranged in two rows on a white background. To the right of the tiles is a small green branch with four leaves.

Causal Mapping Engine

Combining Granger causality and counterfactual reasoning to effectively map complex symptom networks in patients.

Federated Learning Approach

Secure, encrypted training across hospitals to detect data drift and improve model reliability.

A digital screen displaying analytical data with line graphs, histograms, and numerical values. The data is presented in a user-friendly interface with different shades of blue used to distinguish various elements.

A computer screen displaying analytics dashboards with various charts, including a line graph on the left and a cohort analysis table on the right. The table is populated with different shades of blue, indicating varying levels of user activity over several weeks. Text labels and numbers detail user retention statistics.

Innovative Solutions

Integrating multimodal data for advanced mental health insights.

A person wearing glasses and a shirt with the phrase 'Mental Health Matters' printed on it stands against a dark background. They have long, wavy hair and are wearing a green cardigan.

Dynamic Fusion

Real-time biometrics enhance data integration and analysis.

A computer screen displaying a data analytics dashboard with graphs and charts. A blue line graph shows fluctuations in data over time, and a section highlights the number of page views. A pie chart is partially visible, indicating a breakdown of different data elements.

A hand holds a smartphone displaying a screen with colorful statistics related to health data. The numbers are large and prominent, with different colors assigned to each category for cases, recoveries, deaths, and suspicions.

A letter board displays the words 'BIPOLAR DISORDER' surrounded by scattered letters. Nearby, there is a clipboard with a blank sheet of paper and a pencil, accompanied by a cup of black coffee. Three photographs show different facial expressions, and a small potted plant is visible. The surface is textured in a neutral tone.

Causal Engine

Mapping symptom networks through advanced causal reasoning techniques.