Research Portfolio

Safe, equitable AI for real medicine.

A deeper look at the work behind BRIDGE GenAI Lab — from benchmark-scale evaluations of bias and hallucinations to clinical decision support and pain management.

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Selected peer‑reviewed work

Nature Medicine · 2025
Sociodemographic biases in medical decision making by large language models
Omar M, Soffer S, Agbareia R, et al.
The Lancet Digital Health · 2026
Mapping LLM susceptibility to medical misinformation across clinical notes and social media
Omar M, Soffer S, et al.
Communications Medicine · 2025
Multi-model assurance analysis showing large language models are highly vulnerable to adversarial hallucination attacks during clinical decision support
Omar M, Sorin V, Collins JD, et al.
Nature Health · 2026
Socio-demographic gaps in pain management guided by large language models
Omar M, Soffer S, Agbareia R, et al.

Scholar pages & networks

Eyal Klang MD · Co‑Director
Yiftach Barash MD · Co‑Director
Mahmud Omar MD · Head of Research
Alon Gorenshtein MD · Head of AI Engineering

Interested in collaborating?

For datasets, code, or new collaborative projects, reach out via the contact form on our main site. We are especially excited about work on evaluation frameworks, clinical deployment, and equity in medical AI.

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