Projects

Selected Active Projects

 

SHAKED

Prospective evaluation of an LLM clinical decision support system in the Rambam Emergency Department (Nature Medicine, under revision).

Synthesizer

Multi-model framework (113,000 evaluations) demonstrating that LLMs generate disease-typical rather than patient-specific clinical data, with a human validation study by three board-certified neurologists.

Structured Retrieval

Showing that retrieval-augmented generation closes the performance gap between low-cost and frontier clinical language models (JAMIA, under review).

MedBAR Safety Framework

A medical AI safety evaluation platform grounded in autonomous-vehicle methodology, with domain-specific playbooks for ACS, sepsis, stroke, PE, and medication safety.

DETECT Score

Machine-learning screening tool for domestic violence detection from ED triage data, with a novel two-layer leakage identification method.

Efgartigimod in Myasthenic Crisis

First prospective comparison of efgartigimod with plasma exchange for myasthenic crisis, with 12-month follow-up.

LLMs for 3D Brain Imaging

81-study scoping review mapping the use of large language models and foundation models for brain CT and MRI analysis.