
274 citations · h-index 8 · Verified at hms.harvard.edu

Evaluating LLM readiness for clinical decision-making. Co-developed with Dr. Rebecca Weintraub Brendel at Harvard Medical School. 9 LLMs, 7,524 scored cases, four-domain framework.

Bioethics Artificial Intelligence Advisory — an agentic AI system for clinical ethical decision support. Peer-reviewed and published in Cureus, indexed in PubMed.

Hospital Digital Twin — agent-based simulation for optimizing emergency department bed turnaround. Won 1st Place at MIT Hacking Medicine 2025 for Best Use of Generative AI in Healthcare.

A deep dive into building a digital twin ecosystem — modeling real-world hospital operations with agent-based simulation.
Validating digital twin process flows in healthcare using machine learning to understand bottlenecks and areas of improvement.
USPTO 19/247,983
Hospital Digital Twin — Agent-Based Simulation
USPTO 63/804,393
Optimizing Dynamic Simulations of Hospital Scenarios
An iPhone app developed in-house under my technical leadership for hospital operations. Deployed across 40+ hospitals and used in command centers and crisis situations — including the LA wildfires — to give leaders real-time visibility into patient flow, staffing, and capacity. Recognized by CIO.com as a flagship example of streamlining healthcare operations through analytics.

A 1,430+ member community with 40+ expert talks and curated learning paths for the quantum era. Training programs for students and professionals in partnership with IEEE.
Investigating adversarial robustness of hybrid quantum-classical models for medical image classification.
Hybrid quantum computing approaches for pneumonia detection from chest radiographs.
Enhancing gastrointestinal care through AI-enabled classification of endoscopic lesions.

AI-powered detection and classification of diabetic retinopathy from retinal fundus images, enabling early screening and intervention.
Chaired the ACM SIGKDD Data Science Competition with 2,800+ teams from 39 countries and 17,000+ submissions.