Research
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
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
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
AI safety and privacy to ensure confidentiality, fairness, and transparency
federated learning with neuroscience studies, encryption of patient data