Our work covers many areas, below are some major themes of AI research that AI4Health focuses on.

 

Discovering causal links from wearable sensors and mobility data to predict behaviors and performance

mental health, sports performance, diet and obesity

Graphical readings for different types of sensors
AI x-ray of kidneys

Generative AI and foundation models for targeted domains and uses and for personalization

psychiatry documentation, glaucoma detection, analysis of x-ray/CT

Knowledge graphs to characterize and organize diverse data and make connections to related information

laboratory data collection, physician expertise, clinical trials

Knowledge Graph
Social media diagram

Social media to understand human behavior: to characterize health attitudes, address science trust (eg vaccines), detect outbreaks

teen mental health, eating disorders, health misinformation, disease outbreaks

Learning about the physical world for efficient design and execution of complex treatment plans

automated generation of radiation plans

Medical scan
Medical data cloud

AI safety and privacy to ensure confidentiality, fairness, and transparency

federated learning with neuroscience studies, encryption of patient data