Projects
PanOptic
An AI copilot that distills fragmented multimodal clinical data — multi-modal retinal imaging (OCT, OCTA, Fundus), structural EHRs (OMOP CDM), and clinical notes — into a unified, evidence-backed ADRD risk consensus through multi-agent deliberation.
Related Publications
- Cerebra: A Multidisciplinary AI Board for Multimodal Dementia Characterization and Risk Assessment arXiv, 2025
- Identifying Alzheimer's Disease Progression Subphenotypes via a Graph-based Framework using Electronic Health Records Journal of Healthcare Informatics Research, 2026
- An Interpretable Population Graph Network to Identify Rapid Progression of Alzheimer's Disease Using UK Biobank AMIA Annual Symposium Proceedings, 2024
MedCausalAtlas
Understanding causal mechanisms in complex diseases requires synthesizing knowledge scattered across hundreds of thousands of publications. MedCausalAtlas automates this process — surfacing causal relationships with full evidence traceability and enabling researchers to reason about intervention targets, identify knowledge gaps, and generate testable hypotheses.
Coming Soon