Research

ARPA-H — $3.8M Grant

Building benchmarks for physician–AI teaming through the ARISE Network in Dr. Jonathan Chen's lab at Stanford. Architecting the first "flight simulator for medicine" — a rigorous physician–AI benchmark establishing defensible standards for how AI clinical products should be evaluated.

Microsoft — $100K Grant

Studying the "Ambient AI Efficiency Paradox" in tools like Microsoft DAX: clinicians report large time savings and improved satisfaction, yet traditional productivity metrics fail to capture these gains. Argues that ROI frameworks systematically undercount clinical value by ignoring workforce sustainability and cognitive offload.

Stanford – Health AI Index

Mixed-methods study with Dr. Natalie Pageler examining patient perspectives on AI in healthcare. Contributing findings to the Health AI Index, a national benchmarking initiative tracking AI adoption and public trust.

Stanford Resident Safety Council

Developing and evaluating AI-generated discharge instructions designed to improve clarity, completeness, and clinical value of patient education materials.